{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "            <div id=\"kotlin_out_0\"/>\n",
       "            <script type=\"text/javascript\">\n",
       "                            if(!window.kotlinQueues) {\n",
       "                window.kotlinQueues = {};\n",
       "            }\n",
       "            if(!window.kotlinQueues[\"DataFrame\"]) {\n",
       "                var resQueue = [];\n",
       "                window.kotlinQueues[\"DataFrame\"] = resQueue;\n",
       "                window[\"call_DataFrame\"] = function(f) {\n",
       "                    resQueue.push(f);\n",
       "                }\n",
       "            }\n",
       "            (function (){\n",
       "                var modifiers = [(function(script) {\n",
       "    script.src = \"https://cdn.jsdelivr.net/gh/Kotlin/dataframe@d6467c1389bc031958acd5310fce39167b5cc581/src/main/resources/init.js\"\n",
       "    script.type = \"text/javascript\";\n",
       "})];\n",
       "                var e = document.getElementById(\"kotlin_out_0\");\n",
       "                modifiers.forEach(function (gen) {\n",
       "                    var script = document.createElement(\"script\");\n",
       "                    gen(script)\n",
       "                    script.addEventListener(\"load\", function() {\n",
       "                        window[\"call_DataFrame\"] = function(f) {f();};\n",
       "                        window.kotlinQueues[\"DataFrame\"].forEach(function(f) {f();});\n",
       "                        window.kotlinQueues[\"DataFrame\"] = [];\n",
       "                    }, false);\n",
       "                    script.addEventListener(\"error\", function() {\n",
       "                        window[\"call_DataFrame\"] = function(f) {};\n",
       "                        window.kotlinQueues[\"DataFrame\"] = [];\n",
       "                        var div = document.createElement(\"div\");\n",
       "                        div.style.color = 'darkred';\n",
       "                        div.textContent = 'Error loading resource DataFrame';\n",
       "                        document.getElementById(\"kotlin_out_0\").appendChild(div);\n",
       "                    }, false);\n",
       "                    \n",
       "                    e.appendChild(script);\n",
       "                });\n",
       "            })();\n",
       "            </script>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "                <style>\n",
       "                :root {\n",
       "    --background: #fff;\n",
       "    --background-odd: #f5f5f5;\n",
       "    --background-hover: #d9edfd;\n",
       "    --header-text-color: #474747;\n",
       "    --text-color: #848484;\n",
       "    --text-color-dark: #000;\n",
       "    --text-color-medium: #737373;\n",
       "    --text-color-pale: #b3b3b3;\n",
       "    --inner-border-color: #aaa;\n",
       "    --bold-border-color: #000;\n",
       "    --link-color: #296eaa;\n",
       "    --link-color-pale: #296eaa;\n",
       "    --link-hover: #1a466c;\n",
       "}\n",
       "\n",
       ":root[theme=\"dark\"], :root [data-jp-theme-light=\"false\"]{\n",
       "    --background: #303030;\n",
       "    --background-odd: #3c3c3c;\n",
       "    --background-hover: #464646;\n",
       "    --header-text-color: #dddddd;\n",
       "    --text-color: #b3b3b3;\n",
       "    --text-color-dark: #dddddd;\n",
       "    --text-color-medium: #b2b2b2;\n",
       "    --text-color-pale: #737373;\n",
       "    --inner-border-color: #707070;\n",
       "    --bold-border-color: #777777;\n",
       "    --link-color: #008dc0;\n",
       "    --link-color-pale: #97e1fb;\n",
       "    --link-hover: #00688e;\n",
       "}\n",
       "\n",
       "table.dataframe {\n",
       "    font-family: \"Helvetica Neue\", Helvetica, Arial, sans-serif;\n",
       "    font-size: 12px;\n",
       "    background-color: var(--background);\n",
       "    color: var(--text-color-dark);\n",
       "    border: none;\n",
       "    border-collapse: collapse;\n",
       "}\n",
       "\n",
       "table.dataframe th, td {\n",
       "    padding: 6px;\n",
       "    border: 1px solid transparent;\n",
       "    text-align: left;\n",
       "}\n",
       "\n",
       "table.dataframe th {\n",
       "    background-color: var(--background);\n",
       "    color: var(--header-text-color);\n",
       "}\n",
       "\n",
       "table.dataframe td {\n",
       "    vertical-align: top;\n",
       "}\n",
       "\n",
       "table.dataframe th.bottomBorder {\n",
       "    border-bottom-color: var(--bold-border-color);\n",
       "}\n",
       "\n",
       "table.dataframe tbody > tr:nth-child(odd) {\n",
       "    background: var(--background-odd);\n",
       "}\n",
       "\n",
       "table.dataframe tbody > tr:nth-child(even) {\n",
       "    background: var(--background);\n",
       "}\n",
       "\n",
       "table.dataframe tbody > tr:hover {\n",
       "    background: var(--background-hover);\n",
       "}\n",
       "\n",
       "table.dataframe a {\n",
       "    cursor: pointer;\n",
       "    color: var(--link-color);\n",
       "    text-decoration: none;\n",
       "}\n",
       "\n",
       "table.dataframe tr:hover > td a {\n",
       "    color: var(--link-color-pale);\n",
       "}\n",
       "\n",
       "table.dataframe a:hover {\n",
       "    color: var(--link-hover);\n",
       "    text-decoration: underline;\n",
       "}\n",
       "\n",
       "table.dataframe img {\n",
       "    max-width: fit-content;\n",
       "}\n",
       "\n",
       "table.dataframe th.complex {\n",
       "    background-color: var(--background);\n",
       "    border: 1px solid var(--background);\n",
       "}\n",
       "\n",
       "table.dataframe .leftBorder {\n",
       "    border-left-color: var(--inner-border-color);\n",
       "}\n",
       "\n",
       "table.dataframe .rightBorder {\n",
       "    border-right-color: var(--inner-border-color);\n",
       "}\n",
       "\n",
       "table.dataframe .rightAlign {\n",
       "    text-align: right;\n",
       "}\n",
       "\n",
       "table.dataframe .expanderSvg {\n",
       "    width: 8px;\n",
       "    height: 8px;\n",
       "    margin-right: 3px;\n",
       "}\n",
       "\n",
       "table.dataframe .expander {\n",
       "    display: flex;\n",
       "    align-items: center;\n",
       "}\n",
       "\n",
       "/* formatting */\n",
       "\n",
       "table.dataframe .null {\n",
       "    color: var(--text-color-pale);\n",
       "}\n",
       "\n",
       "table.dataframe .structural {\n",
       "    color: var(--text-color-medium);\n",
       "    font-weight: bold;\n",
       "}\n",
       "\n",
       "table.dataframe .dataFrameCaption {\n",
       "    font-weight: bold;\n",
       "}\n",
       "\n",
       "table.dataframe .numbers {\n",
       "    color: var(--text-color-dark);\n",
       "}\n",
       "\n",
       "table.dataframe td:hover .formatted .structural, .null {\n",
       "    color: var(--text-color-dark);\n",
       "}\n",
       "\n",
       "table.dataframe tr:hover .formatted .structural, .null {\n",
       "    color: var(--text-color-dark);\n",
       "}\n",
       "\n",
       "\n",
       "                </style>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%useLatestDescriptors\n",
    "%use dataframe"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "val apiKey = \"YOUR API KEY\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "fun load(path: String) = DataRow.read(\"https://www.googleapis.com/youtube/v3/$path&key=$apiKey\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "fun load(path: String, maxPages: Int): AnyFrame {\n",
    "    val rows = mutableListOf<AnyRow>()\n",
    "    var pagePath = path\n",
    "    do {\n",
    "        val row = load(pagePath)\n",
    "        rows.add(row)\n",
    "        val next = row.getValueOrNull<String>(\"nextPageToken\")\n",
    "        pagePath = path + \"&pageToken=\" + next\n",
    "    } while(next != null && rows.size < maxPages)\n",
    "    return rows.concat()\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "        <html>\n",
       "        <head>\n",
       "            <style type=\"text/css\">\n",
       "                \n",
       "\n",
       "            </style>\n",
       "        </head>\n",
       "        <body>\n",
       "            <table class=\"dataframe\" id=\"df_-1526726656\"></table>\n",
       "\n",
       "<p>DataFrame: rowsCount = 5, columnsCount = 7</p>\n",
       "        </body>\n",
       "        <script>\n",
       "            /*<!--*/\n",
       "call_DataFrame(function() { DataFrame.addTable({ cols: [{ name: \"<span title=\\\"kind: String\\\">kind</span>\", children: [], rightAlign: false, values: [\"youtube#searchListResponse\",\"youtube#searchListResponse\",\"youtube#searchListResponse\",\"youtube#searchListResponse\",\"youtube#searchListResponse\"] }, \n",
       "{ name: \"<span title=\\\"etag: String\\\">etag</span>\", children: [], rightAlign: false, values: [\"v9B9uR_MwGgsYUlNqA-I2wHNHMs\",\"2BmS5rauVwOnVIGUIRSaCCYN6Cw\",\"7EMDIRgoDwzP6KLrRUqYybqVQaA\",\"sV_jG_gzBUnyf_g3_oUXYDVXksU\",\"PGTxtet3PIWPGDeY6lfrvlqfe00\"] }, \n",
       "{ name: \"<span title=\\\"nextPageToken: String\\\">nextPageToken</span>\", children: [], rightAlign: false, values: [\"CDIQAA\",\"CGQQAA\",\"CJYBEAA\",\"CMgBEAA\",\"CPoBEAA\"] }, \n",
       "{ name: \"<span title=\\\"regionCode: String\\\">regionCode</span>\", children: [], rightAlign: false, values: [\"NL\",\"NL\",\"NL\",\"NL\",\"NL\"] }, \n",
       "{ name: \"<span title=\\\"totalResults: Int\\\">totalResults</span>\", children: [], rightAlign: true, values: [\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">1000000</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">1000000</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">1000000</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">1000000</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">1000000</span></span>\"] }, \n",
       "{ name: \"<span title=\\\"resultsPerPage: Int\\\">resultsPerPage</span>\", children: [], rightAlign: true, values: [\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">50</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">50</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">50</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">50</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">50</span></span>\"] }, \n",
       "{ name: \"<span title=\\\"pageInfo: DataRow\\\">pageInfo</span>\", children: [4, 5], rightAlign: false, values: [\"<span class=\\\"formatted\\\" title=\\\"totalResults: 1000000\\nresultsPerPage: 50\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">totalResults: </span><span class=\\\"numbers\\\">1000000</span><span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">resultsPer...</span><span class=\\\"structural\\\"> }</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"totalResults: 1000000\\nresultsPerPage: 50\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">totalResults: </span><span class=\\\"numbers\\\">1000000</span><span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">resultsPer...</span><span class=\\\"structural\\\"> }</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"totalResults: 1000000\\nresultsPerPage: 50\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">totalResults: </span><span class=\\\"numbers\\\">1000000</span><span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">resultsPer...</span><span class=\\\"structural\\\"> }</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"totalResults: 1000000\\nresultsPerPage: 50\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">totalResults: </span><span class=\\\"numbers\\\">1000000</span><span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">resultsPer...</span><span class=\\\"structural\\\"> }</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"totalResults: 1000000\\nresultsPerPage: 50\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">totalResults: </span><span class=\\\"numbers\\\">1000000</span><span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">resultsPer...</span><span class=\\\"structural\\\"> }</span></span>\"] }, \n",
       "{ name: \"<span title=\\\"items: DataFrame\\\">items</span>\", children: [], rightAlign: false, values: [{ frameId: -1526726655, value: \"<b>DataFrame 50 x 4</b>\" },{ frameId: -1526726654, value: \"<b>DataFrame 50 x 4</b>\" },{ frameId: -1526726653, value: \"<b>DataFrame 50 x 4</b>\" },{ frameId: -1526726652, value: \"<b>DataFrame 50 x 4</b>\" },{ frameId: -1526726651, value: \"<b>DataFrame 50 x 4</b>\" }] }, \n",
       "{ name: \"<span title=\\\"prevPageToken: String?\\\">prevPageToken</span>\", children: [], rightAlign: false, values: [\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"null\\\">null</span></span>\",\"CDIQAQ\",\"CGQQAQ\",\"CJYBEAE\",\"CMgBEAE\"] }, \n",
       "], id: -1526726656, rootId: -1526726656, totalRows: 5 } ) });\n",
       "/*-->*/\n",
       "\n",
       "/*<!--*/\n",
       "call_DataFrame(function() { DataFrame.addTable({ cols: [{ name: \"<span title=\\\"kind: String\\\">kind</span>\", children: [], rightAlign: false, values: [\"youtube#searchResult\",\"youtube#searchResult\",\"youtube#searchResult\",\"youtube#searchResult\",\"youtube#searchResult\"] }, \n",
       "{ name: \"<span title=\\\"etag: String\\\">etag</span>\", children: [], rightAlign: false, values: [\"4gr22foKfbD_nPU40dVNFFb2ae0\",\"MOG3yQ4BH-NqRbN0_1wRqvaYNts\",\"w0d0Lkqyf-u6DFi6YWHx3TbIR9o\",\"3FJj-_J_s95vTCrLNYQvmtzemyU\",\"_-VRDtVzwjlGyzLruRBLdmaz3Bo\"] }, \n",
       "{ name: \"<span title=\\\"kind: String\\\">kind</span>\", children: [], rightAlign: false, values: [\"youtube#video\",\"youtube#video\",\"youtube#video\",\"youtube#video\",\"youtube#video\"] }, \n",
       "{ name: \"<span title=\\\"videoId: String\\\">videoId</span>\", children: [], rightAlign: false, values: [\"uHKfrz65KSU\",\"tpiyEe_CqB4\",\"jHWKtQHXVJg\",\"epA_8nN1y4I\",\"6QzcF3xdoF8\"] }, \n",
       "{ name: \"<span title=\\\"id: DataRow\\\">id</span>\", children: [2, 3], rightAlign: false, values: [\"<span class=\\\"formatted\\\" title=\\\"kind: youtube#video\\nvideoId: uHKfrz65KSU\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">kind: </span>youtube#video<span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">videoId: </span>uHK<span class=\\\"structural\\\">...</span><span class=\\\"structural\\\"> }</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"kind: youtube#video\\nvideoId: tpiyEe_CqB4\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">kind: </span>youtube#video<span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">videoId: </span>tpi<span class=\\\"structural\\\">...</span><span class=\\\"structural\\\"> }</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"kind: youtube#video\\nvideoId: jHWKtQHXVJg\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">kind: </span>youtube#video<span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">videoId: </span>jHW<span class=\\\"structural\\\">...</span><span class=\\\"structural\\\"> }</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"kind: youtube#video\\nvideoId: epA_8nN1y4I\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">kind: </span>youtube#video<span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">videoId: </span>epA<span class=\\\"structural\\\">...</span><span class=\\\"structural\\\"> }</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"kind: youtube#video\\nvideoId: 6QzcF3xdoF8\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">kind: </span>youtube#video<span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">videoId: </span>6Qz<span class=\\\"structural\\\">...</span><span class=\\\"structural\\\"> }</span></span>\"] }, \n",
       "{ name: \"<span title=\\\"publishedAt: String\\\">publishedAt</span>\", children: [], rightAlign: false, values: [\"2019-12-11T19:43:05Z\",\"2020-04-10T16:00:28Z\",\"2019-11-01T01:35:36Z\",\"2022-04-14T09:09:32Z\",\"2021-11-28T17:00:05Z\"] }, \n",
       "{ name: \"<span title=\\\"channelId: String\\\">channelId</span>\", children: [], rightAlign: false, values: [\"UC8hC-augAnujJeprhjI0YkA\",\"UCzn2gx8zzhF0A4Utk8TEDNQ\",\"UC8hC-augAnujJeprhjI0YkA\",\"UCU0zC0L4o0qOos83NLhK5ug\",\"UCTnomncAH9Gm5bjmCNIDjjA\"] }, \n",
       "{ name: \"<span title=\\\"title: String\\\">title</span>\", children: [], rightAlign: false, values: [\"<span class=\\\"formatted\\\" title=\\\"Baby Cats - Cute and Funny Cat Videos Compilation #8 | Aww Animals\\\">Baby Cats - Cute and Funny Cat Videos<span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"Cute and Funny Cat Videos to Keep You Smiling! &#55357;&#56369;\\\">Cute and Funny Cat Videos to Keep You<span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"Baby Cats - Cute and Funny Baby Cat Videos Compilation\\\">Baby Cats - Cute and Funny Baby Cat V<span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"Cute Cats Have The Most Special Relationship With Their Owner BFFs - Cute Cat Moments\\\">Cute Cats Have The Most Special Relat<span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"More Cute Animals for When You are Stressed\\\">More Cute Animals for When You are St<span class=\\\"structural\\\">...</span></span>\"] }, \n",
       "{ name: \"<span title=\\\"description: String\\\">description</span>\", children: [], rightAlign: false, values: [\"<span class=\\\"formatted\\\" title=\\\"Watching funny baby cats is the hardest try not to laugh challenge. Baby cats are amazing creature because they are the cutest ...\\\">Watching funny baby cats is the harde<span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"Hoomans! Rufus here! Cats are my best frens! I made this brand new compilation for you of my favorite Cat, Kittens and even ...\\\">Hoomans! Rufus here! Cats are my best<span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"Baby cats are amazing creature because they are the cutest and most funny. I challenge anyone watching this video to try not to ...\\\">Baby cats are amazing creature becaus<span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"Cute Cats Have The Most Special Relationship With Their Owner BFFs - Cute Cat Moments If you ever think that cats are cold, this ...\\\">Cute Cats Have The Most Special Relat<span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"Hope you enjoy these cute animal videos. I&#39;m very passionate about animals, dogs, cats, whatever you name it! This channel is ...\\\">Hope you enjoy these cute animal vide<span class=\\\"structural\\\">...</span></span>\"] }, \n",
       "{ name: \"<span title=\\\"url: String\\\">url</span>\", children: [], rightAlign: false, values: [\"<span class=\\\"formatted\\\" title=\\\"https://i.ytimg.com/vi/uHKfrz65KSU/default.jpg\\\">https://i.ytimg.com/vi/uHKfrz65KSU/de<span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"https://i.ytimg.com/vi/tpiyEe_CqB4/default.jpg\\\">https://i.ytimg.com/vi/tpiyEe_CqB4/de<span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"https://i.ytimg.com/vi/jHWKtQHXVJg/default.jpg\\\">https://i.ytimg.com/vi/jHWKtQHXVJg/de<span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"https://i.ytimg.com/vi/epA_8nN1y4I/default.jpg\\\">https://i.ytimg.com/vi/epA_8nN1y4I/de<span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"https://i.ytimg.com/vi/6QzcF3xdoF8/default.jpg\\\">https://i.ytimg.com/vi/6QzcF3xdoF8/de<span class=\\\"structural\\\">...</span></span>\"] }, \n",
       "{ name: \"<span title=\\\"width: Int\\\">width</span>\", children: [], rightAlign: true, values: [\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">120</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">120</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">120</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">120</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">120</span></span>\"] }, \n",
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I made this brand new compilation for you of my favorite Cat, Kittens and even ...\\nthumbnails: { default:{ url:https://i.ytimg.com/vi/tpiyEe_CqB4/default.jpg, width:120, height:90 }, medium:{ url:https://i.ytimg.com/vi/tpiyEe_CqB4/mqdefault.jpg, width:320, height:180 }, high:{ url:https://i.ytimg.com/vi/tpiyEe_CqB4/hqdefault.jpg, width:480, height:360 } }\\nchannelTitle: Rufus\\nliveBroadcastContent: none\\npublishTime: 2020-04-10T16:00:28Z\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">publishedAt: </span>2020-04-10T16:0<span class=\\\"structural\\\">...</span><span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">...</span><span class=\\\"structural\\\"> }</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"publishedAt: 2019-11-01T01:35:36Z\\nchannelId: UC8hC-augAnujJeprhjI0YkA\\ntitle: Baby Cats - Cute and Funny Baby Cat Videos Compilation\\ndescription: Baby cats are amazing creature because they are the cutest and most funny. 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       "{ name: \"<span title=\\\"kind: String\\\">kind</span>\", children: [], rightAlign: false, values: [\"youtube#video\",\"youtube#video\",\"youtube#video\",\"youtube#video\",\"youtube#video\"] }, \n",
       "{ name: \"<span title=\\\"videoId: String?\\\">videoId</span>\", children: [], rightAlign: false, values: [\"NsUWXo8M7UA\",\"XM1NTfC-f08\",\"DHfRfU3XUEo\",\"rj6YhU7CCNc\",\"317jz-PU7Mg\"] }, \n",
       "{ name: \"<span title=\\\"channelId: String?\\\">channelId</span>\", children: [], rightAlign: false, values: [\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"null\\\">null</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"null\\\">null</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"null\\\">null</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"null\\\">null</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"null\\\">null</span></span>\"] }, \n",
       "{ name: \"<span title=\\\"id: DataRow\\\">id</span>\", children: [2, 3, 4], rightAlign: false, values: [\"<span class=\\\"formatted\\\" title=\\\"kind: youtube#video\\nvideoId: NsUWXo8M7UA\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">kind: </span>youtube#video<span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">videoId: </span>NsU<span class=\\\"structural\\\">...</span><span class=\\\"structural\\\"> }</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"kind: youtube#video\\nvideoId: XM1NTfC-f08\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">kind: </span>youtube#video<span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">videoId: </span>XM1<span class=\\\"structural\\\">...</span><span class=\\\"structural\\\"> }</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"kind: youtube#video\\nvideoId: DHfRfU3XUEo\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">kind: </span>youtube#video<span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">videoId: </span>DHf<span class=\\\"structural\\\">...</span><span class=\\\"structural\\\"> }</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"kind: youtube#video\\nvideoId: rj6YhU7CCNc\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">kind: </span>youtube#video<span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">videoId: </span>rj6<span class=\\\"structural\\\">...</span><span class=\\\"structural\\\"> }</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"kind: youtube#video\\nvideoId: 317jz-PU7Mg\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">kind: </span>youtube#video<span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">videoId: </span>317<span class=\\\"structural\\\">...</span><span class=\\\"structural\\\"> }</span></span>\"] }, \n",
       "{ name: \"<span title=\\\"publishedAt: String\\\">publishedAt</span>\", children: [], rightAlign: false, values: [\"2016-12-13T14:47:07Z\",\"2022-02-18T03:40:39Z\",\"2021-08-04T13:00:14Z\",\"2022-07-28T18:23:11Z\",\"2020-09-14T11:00:01Z\"] }, \n",
       "{ name: \"<span title=\\\"channelId: String\\\">channelId</span>\", children: [], rightAlign: false, values: [\"UCx33n0OpAYlhs5i_boGYx6w\",\"UCMZ8QQGqsyONmIqFWniZKyA\",\"UCPDis9pjXuqyI7RYLJ-TTSA\",\"UCYbggI6qVceWa1_1dfH0hMA\",\"UCYPrd7A27nLhQONcCIfFTaA\"] }, \n",
       "{ name: \"<span title=\\\"title: String\\\">title</span>\", children: [], rightAlign: false, values: [\"<span class=\\\"formatted\\\" title=\\\"Funny Cats Compilation (Most Popular) Part 2\\\">Funny Cats Compilation (Most Popular)<span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"Funny &#38;amp; Cute Cats Compilation (TikTok) #shorts &#55357;&#56891;\\\">Funny &#38;amp; Cute Cats Compilation (Ti<span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"Funny Cat Fails | Funny Cat Compilation - FailArmy\\\">Funny Cat Fails | Funny Cat Compilati<span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"FUNNY CAT MEMES COMPILATION OF 2022 PART 39\\\">FUNNY CAT MEMES COMPILATION OF 2022 P<span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"Funniest Cats &#55357;&#56889; - Don&#38;#39;t try to hold back Laughter &#55357;&#56834; - Funny Cats Life\\\">Funniest Cats &#55357;&#56889; - Don&#38;#39;t try to h<span class=\\\"structural\\\">...</span></span>\"] }, \n",
       "{ name: \"<span title=\\\"description: String\\\">description</span>\", children: [], rightAlign: false, values: [\"<span class=\\\"formatted\\\" title=\\\"Subscribe for NoCAT NoLiFE: https://goo.gl/Na1Xxm &#10132; Facebook FANPAGE: https://www.facebook.com/NoCatNoLifeChannel ...\\\">Subscribe for NoCAT NoLiFE: https://g<span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"Try Not to Laugh Cats Compilation Funniest Cats of TikTok Videos. Cutest kittens and cats. Funny &#38; Cute Cat TikTok Compilation ...\\\">Try Not to Laugh Cats Compilation Fun<span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"We&#39;re celebrating International Cat Day by getting an adorably close look at the planet&#39;s former apex predator. Look at all these ...\\\">We&#39;re celebrating International Cat D<span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"Try Not To Laugh Challenge is a hilarious compilation of Funny and cute Animal Videos, featuring some of the funniest cats ...\\\">Try Not To Laugh Challenge is a hilar<span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"Funniest Cats - Don&#39;t try to hold back Laughter Watch more cute animals! https://youtube.com/playlist?list=PLH.\\\">Funniest Cats - Don&#39;t try to hold bac<span class=\\\"structural\\\">...</span></span>\"] }, \n",
       "{ name: \"<span title=\\\"url: String\\\">url</span>\", children: [], rightAlign: false, values: [\"<span class=\\\"formatted\\\" title=\\\"https://i.ytimg.com/vi/NsUWXo8M7UA/default.jpg\\\">https://i.ytimg.com/vi/NsUWXo8M7UA/de<span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"https://i.ytimg.com/vi/XM1NTfC-f08/default.jpg\\\">https://i.ytimg.com/vi/XM1NTfC-f08/de<span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"https://i.ytimg.com/vi/DHfRfU3XUEo/default.jpg\\\">https://i.ytimg.com/vi/DHfRfU3XUEo/de<span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"https://i.ytimg.com/vi/rj6YhU7CCNc/default.jpg\\\">https://i.ytimg.com/vi/rj6YhU7CCNc/de<span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"https://i.ytimg.com/vi/317jz-PU7Mg/default.jpg\\\">https://i.ytimg.com/vi/317jz-PU7Mg/de<span class=\\\"structural\\\">...</span></span>\"] }, \n",
       "{ name: \"<span title=\\\"width: Int?\\\">width</span>\", children: [], rightAlign: true, values: [\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">120</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">120</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">120</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">120</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">120</span></span>\"] }, \n",
       "{ name: \"<span title=\\\"height: Int?\\\">height</span>\", children: [], rightAlign: true, values: [\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">90</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">90</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">90</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">90</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">90</span></span>\"] }, \n",
       "{ name: \"<span title=\\\"default: DataRow\\\">default</span>\", children: [10, 11, 12], rightAlign: false, values: [\"<span class=\\\"formatted\\\" title=\\\"url: https://i.ytimg.com/vi/NsUWXo8M7UA/default.jpg\\nwidth: 120\\nheight: 90\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">url: </span>https://i.ytimg.com/vi/<span class=\\\"structural\\\">...</span><span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">...</span><span class=\\\"structural\\\"> }</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"url: https://i.ytimg.com/vi/XM1NTfC-f08/default.jpg\\nwidth: 120\\nheight: 90\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">url: </span>https://i.ytimg.com/vi/<span class=\\\"structural\\\">...</span><span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">...</span><span class=\\\"structural\\\"> }</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"url: https://i.ytimg.com/vi/DHfRfU3XUEo/default.jpg\\nwidth: 120\\nheight: 90\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">url: </span>https://i.ytimg.com/vi/<span class=\\\"structural\\\">...</span><span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">...</span><span class=\\\"structural\\\"> }</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"url: https://i.ytimg.com/vi/rj6YhU7CCNc/default.jpg\\nwidth: 120\\nheight: 90\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">url: </span>https://i.ytimg.com/vi/<span class=\\\"structural\\\">...</span><span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">...</span><span class=\\\"structural\\\"> }</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"url: https://i.ytimg.com/vi/317jz-PU7Mg/default.jpg\\nwidth: 120\\nheight: 90\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">url: </span>https://i.ytimg.com/vi/<span class=\\\"structural\\\">...</span><span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">...</span><span class=\\\"structural\\\"> }</span></span>\"] }, \n",
       "{ name: \"<span title=\\\"url: String\\\">url</span>\", children: [], rightAlign: false, values: [\"<span class=\\\"formatted\\\" title=\\\"https://i.ytimg.com/vi/NsUWXo8M7UA/mqdefault.jpg\\\">https://i.ytimg.com/vi/NsUWXo8M7UA/mq<span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"https://i.ytimg.com/vi/XM1NTfC-f08/mqdefault.jpg\\\">https://i.ytimg.com/vi/XM1NTfC-f08/mq<span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"https://i.ytimg.com/vi/DHfRfU3XUEo/mqdefault.jpg\\\">https://i.ytimg.com/vi/DHfRfU3XUEo/mq<span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"https://i.ytimg.com/vi/rj6YhU7CCNc/mqdefault.jpg\\\">https://i.ytimg.com/vi/rj6YhU7CCNc/mq<span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"https://i.ytimg.com/vi/317jz-PU7Mg/mqdefault.jpg\\\">https://i.ytimg.com/vi/317jz-PU7Mg/mq<span class=\\\"structural\\\">...</span></span>\"] }, \n",
       "{ name: \"<span title=\\\"width: Int?\\\">width</span>\", children: [], rightAlign: true, values: [\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">320</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">320</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">320</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">320</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">320</span></span>\"] }, \n",
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By painting along you will learn ...\\nthumbnails: { default:{ url:https://i.ytimg.com/vi/Yl8luQMAKLs/default.jpg, width:120, height:90 }, medium:{ url:https://i.ytimg.com/vi/Yl8luQMAKLs/mqdefault.jpg, width:320, height:180 }, high:{ url:https://i.ytimg.com/vi/Yl8luQMAKLs/hqdefault.jpg, width:480, height:360 } }\\nchannelTitle: Diane Antone Studio\\nliveBroadcastContent: none\\npublishTime: 2022-07-02T19:00:20Z\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">publishedAt: </span>2022-07-02T19:0<span class=\\\"structural\\\">...</span><span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">...</span><span class=\\\"structural\\\"> }</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"publishedAt: 2020-12-05T11:30:12Z\\nchannelId: UCGAuuxNtcQ6E4ngJKCFRnOw\\ntitle: &#12304; Spam This Movie to Who Doesn&#38;#39;t Like Cat !!&#12305; Kitten Grow Complete Different in 100 Days\\ndescription: Mom cat Belly gives birth to two kittens Crispy and Cream on May 13th, 2020. From cute baby kittens to playful teenage cats, ...\\nthumbnails: { default:{ url:https://i.ytimg.com/vi/zJFfaWrVhdI/default.jpg, width:120, height:90 }, medium:{ url:https://i.ytimg.com/vi/zJFfaWrVhdI/mqdefault.jpg, width:320, height:180 }, high:{ url:https://i.ytimg.com/vi/zJFfaWrVhdI/hqdefault.jpg, width:480, height:360 } }\\nchannelTitle: Lucky Pawison\\nliveBroadcastContent: none\\npublishTime: 2020-12-05T11:30:12Z\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">publishedAt: </span>2020-12-05T11:3<span class=\\\"structural\\\">...</span><span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">...</span><span class=\\\"structural\\\"> }</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"publishedAt: 2021-10-07T20:22:40Z\\nchannelId: UCelMeixAOTs2OQAAi9wU8-g\\ntitle: Cute Cats Working At Airport ( Roblox Obby )\\ndescription: Cats are the best! Who can resist a cat being cute and doing random things like working at the airport, driving a car, and knocking ...\\nthumbnails: { default:{ url:https://i.ytimg.com/vi/GU9Ecn_kiLE/default.jpg, width:120, height:90 }, medium:{ url:https://i.ytimg.com/vi/GU9Ecn_kiLE/mqdefault.jpg, width:320, height:180 }, high:{ url:https://i.ytimg.com/vi/GU9Ecn_kiLE/hqdefault.jpg, width:480, height:360 } }\\nchannelTitle: CookieSwirlC\\nliveBroadcastContent: none\\npublishTime: 2021-10-07T20:22:40Z\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">publishedAt: </span>2021-10-07T20:2<span class=\\\"structural\\\">...</span><span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">...</span><span class=\\\"structural\\\"> }</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"publishedAt: 2021-04-03T01:00:07Z\\nchannelId: UCsEVpHRhV7k_zLLt4YwQeyw\\ntitle: LISA OR LENA &#55357;&#56470;cute cats\\ndescription: Let&#39;s choose who has the cutest cat LISA OR LENA #lisaorlena #lisa #lena #cats.\\nthumbnails: { default:{ url:https://i.ytimg.com/vi/eGTIyTw26Pc/default.jpg, width:120, height:90 }, medium:{ url:https://i.ytimg.com/vi/eGTIyTw26Pc/mqdefault.jpg, width:320, height:180 }, high:{ url:https://i.ytimg.com/vi/eGTIyTw26Pc/hqdefault.jpg, width:480, height:360 } }\\nchannelTitle: CryptoCommunity \\nliveBroadcastContent: none\\npublishTime: 2021-04-03T01:00:07Z\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">publishedAt: </span>2021-04-03T01:0<span class=\\\"structural\\\">...</span><span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">...</span><span class=\\\"structural\\\"> }</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"publishedAt: 2019-08-17T18:26:31Z\\nchannelId: UC8hC-augAnujJeprhjI0YkA\\ntitle: Cat Reaction to Playing Toy - Funny Cat Toy Reaction Compilation\\ndescription: I challenge anyone watching this video to try not to laugh when you see the cat reaction to playing toy. Because the cat is in ...\\nthumbnails: { default:{ url:https://i.ytimg.com/vi/qaLoZdBR0oA/default.jpg, width:120, height:90 }, medium:{ url:https://i.ytimg.com/vi/qaLoZdBR0oA/mqdefault.jpg, width:320, height:180 }, high:{ url:https://i.ytimg.com/vi/qaLoZdBR0oA/hqdefault.jpg, width:480, height:360 } }\\nchannelTitle: Aww Animals\\nliveBroadcastContent: none\\npublishTime: 2019-08-17T18:26:31Z\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">publishedAt: </span>2019-08-17T18:2<span class=\\\"structural\\\">...</span><span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">...</span><span class=\\\"structural\\\"> }</span></span>\"] }, \n",
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    "df"
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Baby cats are amazing creature because they are the cutest ...\\nthumbnails: { default:{ url:https://i.ytimg.com/vi/uHKfrz65KSU/default.jpg, width:120, height:90 }, medium:{ url:https://i.ytimg.com/vi/uHKfrz65KSU/mqdefault.jpg, width:320, height:180 }, high:{ url:https://i.ytimg.com/vi/uHKfrz65KSU/hqdefault.jpg, width:480, height:360 } }\\nchannelTitle: Aww Animals\\nliveBroadcastContent: none\\npublishTime: 2019-12-11T19:43:05Z\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">publishedAt: </span>2019-12-11T19:4<span class=\\\"structural\\\">...</span><span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">...</span><span class=\\\"structural\\\"> }</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"publishedAt: 2020-04-10T16:00:28Z\\nchannelId: UCzn2gx8zzhF0A4Utk8TEDNQ\\ntitle: Cute and Funny Cat Videos to Keep You Smiling! &#55357;&#56369;\\ndescription: Hoomans! Rufus here! Cats are my best frens! I made this brand new compilation for you of my favorite Cat, Kittens and even ...\\nthumbnails: { default:{ url:https://i.ytimg.com/vi/tpiyEe_CqB4/default.jpg, width:120, height:90 }, medium:{ url:https://i.ytimg.com/vi/tpiyEe_CqB4/mqdefault.jpg, width:320, height:180 }, high:{ url:https://i.ytimg.com/vi/tpiyEe_CqB4/hqdefault.jpg, width:480, height:360 } }\\nchannelTitle: Rufus\\nliveBroadcastContent: none\\npublishTime: 2020-04-10T16:00:28Z\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">publishedAt: </span>2020-04-10T16:0<span class=\\\"structural\\\">...</span><span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">...</span><span class=\\\"structural\\\"> }</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"publishedAt: 2019-11-01T01:35:36Z\\nchannelId: UC8hC-augAnujJeprhjI0YkA\\ntitle: Baby Cats - Cute and Funny Baby Cat Videos Compilation\\ndescription: Baby cats are amazing creature because they are the cutest and most funny. I challenge anyone watching this video to try not to ...\\nthumbnails: { default:{ url:https://i.ytimg.com/vi/jHWKtQHXVJg/default.jpg, width:120, height:90 }, medium:{ url:https://i.ytimg.com/vi/jHWKtQHXVJg/mqdefault.jpg, width:320, height:180 }, high:{ url:https://i.ytimg.com/vi/jHWKtQHXVJg/hqdefault.jpg, width:480, height:360 } }\\nchannelTitle: Aww Animals\\nliveBroadcastContent: none\\npublishTime: 2019-11-01T01:35:36Z\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">publishedAt: </span>2019-11-01T01:3<span class=\\\"structural\\\">...</span><span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">...</span><span class=\\\"structural\\\"> }</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"publishedAt: 2022-04-14T09:09:32Z\\nchannelId: UCU0zC0L4o0qOos83NLhK5ug\\ntitle: Cute Cats Have The Most Special Relationship With Their Owner BFFs - Cute Cat Moments\\ndescription: Cute Cats Have The Most Special Relationship With Their Owner BFFs - Cute Cat Moments If you ever think that cats are cold, this ...\\nthumbnails: { default:{ url:https://i.ytimg.com/vi/epA_8nN1y4I/default.jpg, width:120, height:90 }, medium:{ url:https://i.ytimg.com/vi/epA_8nN1y4I/mqdefault.jpg, width:320, height:180 }, high:{ url:https://i.ytimg.com/vi/epA_8nN1y4I/hqdefault.jpg, width:480, height:360 } }\\nchannelTitle: Ginger Cat\\nliveBroadcastContent: none\\npublishTime: 2022-04-14T09:09:32Z\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">publishedAt: </span>2022-04-14T09:0<span class=\\\"structural\\\">...</span><span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">...</span><span class=\\\"structural\\\"> }</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"publishedAt: 2021-11-28T17:00:05Z\\nchannelId: UCTnomncAH9Gm5bjmCNIDjjA\\ntitle: More Cute Animals for When You are Stressed\\ndescription: Hope you enjoy these cute animal videos. 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I&#39;m very passionate about animals, dogs, cats, whatever you name it! This channel is ...\\nthumbnails: { default:{ url:https://i.ytimg.com/vi/ZuRLOlB4N8U/default.jpg, width:120, height:90 }, medium:{ url:https://i.ytimg.com/vi/ZuRLOlB4N8U/mqdefault.jpg, width:320, height:180 }, high:{ url:https://i.ytimg.com/vi/ZuRLOlB4N8U/hqdefault.jpg, width:480, height:360 } }\\nchannelTitle: PetWard\\nliveBroadcastContent: none\\npublishTime: 2021-11-09T17:00:24Z\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">publishedAt: </span>2021-11-09T17:0<span class=\\\"structural\\\">...</span><span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">...</span><span class=\\\"structural\\\"> }</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"publishedAt: 2020-06-19T02:18:53Z\\nchannelId: UC8hC-augAnujJeprhjI0YkA\\ntitle: Baby Cats - Cute and Funny Cat Videos Compilation #34 | Aww Animals\\ndescription: Baby cats are amazing creature because they are the cutest and most funny. Watching funny baby cats is the hardest try not to ...\\nthumbnails: { default:{ url:https://i.ytimg.com/vi/ByH9LuSILxU/default.jpg, width:120, height:90 }, medium:{ url:https://i.ytimg.com/vi/ByH9LuSILxU/mqdefault.jpg, width:320, height:180 }, high:{ url:https://i.ytimg.com/vi/ByH9LuSILxU/hqdefault.jpg, width:480, height:360 } }\\nchannelTitle: Aww Animals\\nliveBroadcastContent: none\\npublishTime: 2020-06-19T02:18:53Z\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">publishedAt: </span>2020-06-19T02:1<span class=\\\"structural\\\">...</span><span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">...</span><span class=\\\"structural\\\"> }</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"publishedAt: 2022-08-01T10:06:23Z\\nchannelId: UCU0zC0L4o0qOos83NLhK5ug\\ntitle: Cute CATS Won&#38;#39;t Sleep Until They Cuddles with Their Human  - Cute Cats And Owners Sleep Together\\ndescription: Cute CATS Won&#39;t Sleep Until They Cuddles with Their Human - Cute Cats And Owners Sleep Together Whether you are a cat ...\\nthumbnails: { default:{ url:https://i.ytimg.com/vi/BiAnHoGyA4M/default.jpg, width:120, height:90 }, medium:{ url:https://i.ytimg.com/vi/BiAnHoGyA4M/mqdefault.jpg, width:320, height:180 }, high:{ url:https://i.ytimg.com/vi/BiAnHoGyA4M/hqdefault.jpg, width:480, height:360 } }\\nchannelTitle: Ginger Cat\\nliveBroadcastContent: none\\npublishTime: 2022-08-01T10:06:23Z\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">publishedAt: </span>2022-08-01T10:0<span class=\\\"structural\\\">...</span><span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">...</span><span class=\\\"structural\\\"> }</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"publishedAt: 2020-10-29T12:00:27Z\\nchannelId: UCYPrd7A27nLhQONcCIfFTaA\\ntitle: Funniest Cats &#55357;&#56889; - Don&#38;#39;t try to hold back Laughter &#55357;&#56834; - Funny Cats Life\\ndescription: Funniest Cats - Don&#39;t try to hold back Laughter Watch more cute animals! https://youtube.com/playlist?list=PLH.\\nthumbnails: { default:{ url:https://i.ytimg.com/vi/eX2qFMC8cFo/default.jpg, width:120, height:90 }, medium:{ url:https://i.ytimg.com/vi/eX2qFMC8cFo/mqdefault.jpg, width:320, height:180 }, high:{ url:https://i.ytimg.com/vi/eX2qFMC8cFo/hqdefault.jpg, width:480, height:360 } }\\nchannelTitle: Funny Cats Life\\nliveBroadcastContent: none\\npublishTime: 2020-10-29T12:00:27Z\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">publishedAt: </span>2020-10-29T12:0<span class=\\\"structural\\\">...</span><span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">...</span><span class=\\\"structural\\\"> }</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"publishedAt: 2019-10-18T07:18:18Z\\nchannelId: UC8hC-augAnujJeprhjI0YkA\\ntitle: Baby Cats - Funny and Cute Cat Videos Compilation 2019\\ndescription: Baby cats are amazing creature because they are the cutest and most funny. Watching funny baby cats is the hardest try not to ...\\nthumbnails: { default:{ url:https://i.ytimg.com/vi/AIQLBiGUCQ4/default.jpg, width:120, height:90 }, medium:{ url:https://i.ytimg.com/vi/AIQLBiGUCQ4/mqdefault.jpg, width:320, height:180 }, high:{ url:https://i.ytimg.com/vi/AIQLBiGUCQ4/hqdefault.jpg, width:480, height:360 } }\\nchannelTitle: Aww Animals\\nliveBroadcastContent: none\\npublishTime: 2019-10-18T07:18:18Z\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">publishedAt: </span>2019-10-18T07:1<span class=\\\"structural\\\">...</span><span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">...</span><span class=\\\"structural\\\"> }</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"publishedAt: 2018-12-08T20:00:01Z\\nchannelId: UCYK1TyKyMxyDQU8c6zF8ltg\\ntitle: Ultimate Cute and Funny Cat Compilation 2018 | Funny Pet Videos\\ndescription: It&#39;s the end of the year, and what could be better than a compilation of some of our favorite cat and kitten videos of the year!\\nthumbnails: { default:{ url:https://i.ytimg.com/vi/IJ5BnoakZrw/default.jpg, width:120, height:90 }, medium:{ url:https://i.ytimg.com/vi/IJ5BnoakZrw/mqdefault.jpg, width:320, height:180 }, high:{ url:https://i.ytimg.com/vi/IJ5BnoakZrw/hqdefault.jpg, width:480, height:360 } }\\nchannelTitle: Funny Pet Videos\\nliveBroadcastContent: none\\npublishTime: 2018-12-08T20:00:01Z\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">publishedAt: </span>2018-12-08T20:0<span class=\\\"structural\\\">...</span><span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">...</span><span class=\\\"structural\\\"> }</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"publishedAt: 2022-01-17T18:41:31Z\\nchannelId: UCYbggI6qVceWa1_1dfH0hMA\\ntitle: Cute Cats for When You are Stressed\\ndescription: These Cats will put you in happy mood.\\nthumbnails: { default:{ url:https://i.ytimg.com/vi/n3iNDf6cqzI/default.jpg, width:120, height:90 }, medium:{ url:https://i.ytimg.com/vi/n3iNDf6cqzI/mqdefault.jpg, width:320, height:180 }, high:{ url:https://i.ytimg.com/vi/n3iNDf6cqzI/hqdefault.jpg, width:480, height:360 } }\\nchannelTitle: Meowthemall\\nliveBroadcastContent: none\\npublishTime: 2022-01-17T18:41:31Z\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">publishedAt: </span>2022-01-17T18:4<span class=\\\"structural\\\">...</span><span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">...</span><span class=\\\"structural\\\"> }</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"publishedAt: 2019-12-30T16:00:07Z\\nchannelId: UCzn2gx8zzhF0A4Utk8TEDNQ\\ntitle: THE BEST CUTE AND FUNNY CAT VIDEOS OF 2019! &#55357;&#56369;\\ndescription: Henlo guis!!! We made it to the end of the year! Enjoy this video of the my favorite Cats and kitten frens in this cute and funny ...\\nthumbnails: { default:{ url:https://i.ytimg.com/vi/QtC3Bo9B0yI/default.jpg, width:120, height:90 }, medium:{ url:https://i.ytimg.com/vi/QtC3Bo9B0yI/mqdefault.jpg, width:320, height:180 }, high:{ url:https://i.ytimg.com/vi/QtC3Bo9B0yI/hqdefault.jpg, width:480, height:360 } }\\nchannelTitle: Rufus\\nliveBroadcastContent: none\\npublishTime: 2019-12-30T16:00:07Z\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">publishedAt: </span>2019-12-30T16:0<span class=\\\"structural\\\">...</span><span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">...</span><span class=\\\"structural\\\"> }</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"publishedAt: 2022-08-08T18:16:09Z\\nchannelId: UCYbggI6qVceWa1_1dfH0hMA\\ntitle: FUNNY CAT MEMES COMPILATION OF 2022 PART 42\\ndescription: Try Not To Laugh Challenge is a hilarious compilation of Funny and cute Animal Videos, featuring some of the funniest cats ...\\nthumbnails: { default:{ url:https://i.ytimg.com/vi/myTn6rrTW24/default.jpg, width:120, height:90 }, medium:{ url:https://i.ytimg.com/vi/myTn6rrTW24/mqdefault.jpg, width:320, height:180 }, high:{ url:https://i.ytimg.com/vi/myTn6rrTW24/hqdefault.jpg, width:480, height:360 } }\\nchannelTitle: Meowthemall\\nliveBroadcastContent: none\\npublishTime: 2022-08-08T18:16:09Z\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">publishedAt: </span>2022-08-08T18:1<span class=\\\"structural\\\">...</span><span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">...</span><span class=\\\"structural\\\"> }</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"publishedAt: 2020-03-05T15:49:15Z\\nchannelId: UC8hC-augAnujJeprhjI0YkA\\ntitle: Baby Cats - Cute and Funny Cat Videos Compilation #27 | Aww Animals\\ndescription: Baby cats are amazing creature because they are the cutest and most funny. I challenge anyone watching this video to try not to ...\\nthumbnails: { default:{ url:https://i.ytimg.com/vi/-8JQB_wXjmk/default.jpg, width:120, height:90 }, medium:{ url:https://i.ytimg.com/vi/-8JQB_wXjmk/mqdefault.jpg, width:320, height:180 }, high:{ url:https://i.ytimg.com/vi/-8JQB_wXjmk/hqdefault.jpg, width:480, height:360 } }\\nchannelTitle: Aww Animals\\nliveBroadcastContent: none\\npublishTime: 2020-03-05T15:49:15Z\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">publishedAt: </span>2020-03-05T15:4<span class=\\\"structural\\\">...</span><span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">...</span><span class=\\\"structural\\\"> }</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"publishedAt: 2021-10-02T19:45:23Z\\nchannelId: UCTnomncAH9Gm5bjmCNIDjjA\\ntitle: The Funniest Cat Videos on the Internet &#55358;&#56611;&#55357;&#56369;\\ndescription: Hope you enjoy these funny cat videos. I&#39;m very passionate about cats, especially funny cats and this channel is dedicated to ...\\nthumbnails: { default:{ url:https://i.ytimg.com/vi/0xqkksHov58/default.jpg, width:120, height:90 }, medium:{ url:https://i.ytimg.com/vi/0xqkksHov58/mqdefault.jpg, width:320, height:180 }, high:{ url:https://i.ytimg.com/vi/0xqkksHov58/hqdefault.jpg, width:480, height:360 } }\\nchannelTitle: PetWard\\nliveBroadcastContent: none\\npublishTime: 2021-10-02T19:45:23Z\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">publishedAt: </span>2021-10-02T19:4<span class=\\\"structural\\\">...</span><span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">...</span><span class=\\\"structural\\\"> }</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"publishedAt: 2015-09-05T06:00:17Z\\nchannelId: UCVaQwUU0NLkBeO6m7_j2U2Q\\ntitle: Funny Cats Compilation (Most Popular) Part 1\\ndescription: Video is compiled from all the funny by cute cats of worldwide &#10132; Subscribe for NoCAT NoLiFE: http://goo.gl/sxSqUV (Help me ...\\nthumbnails: { default:{ url:https://i.ytimg.com/vi/JxS5E-kZc2s/default.jpg, width:120, height:90 }, medium:{ url:https://i.ytimg.com/vi/JxS5E-kZc2s/mqdefault.jpg, width:320, height:180 }, high:{ url:https://i.ytimg.com/vi/JxS5E-kZc2s/hqdefault.jpg, width:480, height:360 } }\\nchannelTitle: NoCAT NoLiFE 2\\nliveBroadcastContent: none\\npublishTime: 2015-09-05T06:00:17Z\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">publishedAt: </span>2015-09-05T06:0<span class=\\\"structural\\\">...</span><span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">...</span><span class=\\\"structural\\\"> }</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"publishedAt: 2022-04-22T13:24:34Z\\nchannelId: UC5-Vfq-dFfj6R77-OFMEn7w\\ntitle: 1 Hour of Funniest Cat Videos on the Planet #3 - Best Funny Animal Videos 2022\\ndescription: 1 Hour of Funniest Cat Videos on the Planet - Best Funny Animals Videos 2022 | Funny Cats And Dogs Videos - Try Not To Laugh ...\\nthumbnails: { default:{ url:https://i.ytimg.com/vi/HJFbhG1Z_c0/default.jpg, width:120, height:90 }, medium:{ url:https://i.ytimg.com/vi/HJFbhG1Z_c0/mqdefault.jpg, width:320, height:180 }, high:{ url:https://i.ytimg.com/vi/HJFbhG1Z_c0/hqdefault.jpg, width:480, height:360 } }\\nchannelTitle: Life Funny Pets\\nliveBroadcastContent: none\\npublishTime: 2022-04-22T13:24:34Z\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">publishedAt: </span>2022-04-22T13:2<span class=\\\"structural\\\">...</span><span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">...</span><span class=\\\"structural\\\"> }</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"publishedAt: 2022-03-17T09:03:23Z\\nchannelId: UCuPLku1Zrk6HMr2S51yGkpQ\\ntitle: You&#38;#39;ll Get A Cat After Watching This &#10084;&#65039;&#65039; Cute Cats Showing Love To Their Owner\\ndescription: You&#39;ll Get A Dog After Watching This &#10084;&#65039;&#65039; Cute Cats Showing Love To Their Owner Hello everybody! Thanks for stopping and ...\\nthumbnails: { default:{ url:https://i.ytimg.com/vi/CGqbQf_hVDA/default.jpg, width:120, height:90 }, medium:{ url:https://i.ytimg.com/vi/CGqbQf_hVDA/mqdefault.jpg, width:320, height:180 }, high:{ url:https://i.ytimg.com/vi/CGqbQf_hVDA/hqdefault.jpg, width:480, height:360 } }\\nchannelTitle: Funny And Cute Kitten Cat\\nliveBroadcastContent: none\\npublishTime: 2022-03-17T09:03:23Z\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">publishedAt: </span>2022-03-17T09:0<span class=\\\"structural\\\">...</span><span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">...</span><span class=\\\"structural\\\"> }</span></span>\"] }, \n",
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       "{ name: \"<span title=\\\"description: String\\\">description</span>\", children: [], rightAlign: false, values: [\"<span class=\\\"formatted\\\" title=\\\"Watching funny baby cats is the hardest try not to laugh challenge. Baby cats are amazing creature because they are the cutest ...\\\">Watching funny baby cats is the harde<span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"Hoomans! Rufus here! Cats are my best frens! I made this brand new compilation for you of my favorite Cat, Kittens and even ...\\\">Hoomans! Rufus here! Cats are my best<span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"Baby cats are amazing creature because they are the cutest and most funny. I challenge anyone watching this video to try not to ...\\\">Baby cats are amazing creature becaus<span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"Cute Cats Have The Most Special Relationship With Their Owner BFFs - Cute Cat Moments If you ever think that cats are cold, this ...\\\">Cute Cats Have The Most Special Relat<span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"Hope you enjoy these cute animal videos. I&#39;m very passionate about animals, dogs, cats, whatever you name it! This channel is ...\\\">Hope you enjoy these cute animal vide<span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"Bravecto #anipetshop &#9992;Shop Pet Medicines : https://anipetshop.com &#9659;Worldwide FREE Shipping &#9659;No RX Required &#65039;  Buy ...\\\">Bravecto #anipetshop &#9992;Shop Pet Medici<span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"Hope you enjoy these cute animal videos. I&#39;m very passionate about animals, dogs, cats, whatever you name it! This channel is ...\\\">Hope you enjoy these cute animal vide<span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"Baby cats are amazing creature because they are the cutest and most funny. 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I made this brand new compilation for you of my favorite Cat, Kittens and even ...\\nthumbnails: { default:{ url:https://i.ytimg.com/vi/tpiyEe_CqB4/default.jpg, width:120, height:90 }, medium:{ url:https://i.ytimg.com/vi/tpiyEe_CqB4/mqdefault.jpg, width:320, height:180 }, high:{ url:https://i.ytimg.com/vi/tpiyEe_CqB4/hqdefault.jpg, width:480, height:360 } }\\nchannelTitle: Rufus\\nliveBroadcastContent: none\\npublishTime: 2020-04-10T16:00:28Z\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">publishedAt: </span>2020-04-10T16:0<span class=\\\"structural\\\">...</span><span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">...</span><span class=\\\"structural\\\"> }</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"publishedAt: 2019-11-01T01:35:36Z\\nchannelId: UC8hC-augAnujJeprhjI0YkA\\ntitle: Baby Cats - Cute and Funny Baby Cat Videos Compilation\\ndescription: Baby cats are amazing creature because they are the cutest and most funny. I challenge anyone watching this video to try not to ...\\nthumbnails: { default:{ url:https://i.ytimg.com/vi/jHWKtQHXVJg/default.jpg, width:120, height:90 }, medium:{ url:https://i.ytimg.com/vi/jHWKtQHXVJg/mqdefault.jpg, width:320, height:180 }, high:{ url:https://i.ytimg.com/vi/jHWKtQHXVJg/hqdefault.jpg, width:480, height:360 } }\\nchannelTitle: Aww Animals\\nliveBroadcastContent: none\\npublishTime: 2019-11-01T01:35:36Z\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">publishedAt: </span>2019-11-01T01:3<span class=\\\"structural\\\">...</span><span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">...</span><span class=\\\"structural\\\"> }</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"publishedAt: 2022-04-14T09:09:32Z\\nchannelId: UCU0zC0L4o0qOos83NLhK5ug\\ntitle: Cute Cats Have The Most Special Relationship With Their Owner BFFs - Cute Cat Moments\\ndescription: Cute Cats Have The Most Special Relationship With Their Owner BFFs - Cute Cat Moments If you ever think that cats are cold, this ...\\nthumbnails: { default:{ url:https://i.ytimg.com/vi/epA_8nN1y4I/default.jpg, width:120, height:90 }, medium:{ url:https://i.ytimg.com/vi/epA_8nN1y4I/mqdefault.jpg, width:320, height:180 }, high:{ url:https://i.ytimg.com/vi/epA_8nN1y4I/hqdefault.jpg, width:480, height:360 } }\\nchannelTitle: Ginger Cat\\nliveBroadcastContent: none\\npublishTime: 2022-04-14T09:09:32Z\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">publishedAt: </span>2022-04-14T09:0<span class=\\\"structural\\\">...</span><span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">...</span><span class=\\\"structural\\\"> }</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"publishedAt: 2021-11-28T17:00:05Z\\nchannelId: UCTnomncAH9Gm5bjmCNIDjjA\\ntitle: More Cute Animals for When You are Stressed\\ndescription: Hope you enjoy these cute animal videos. 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I&#39;m very passionate about animals, dogs, cats, whatever you name it! This channel is ...\\nthumbnails: { default:{ url:https://i.ytimg.com/vi/ZuRLOlB4N8U/default.jpg, width:120, height:90 }, medium:{ url:https://i.ytimg.com/vi/ZuRLOlB4N8U/mqdefault.jpg, width:320, height:180 }, high:{ url:https://i.ytimg.com/vi/ZuRLOlB4N8U/hqdefault.jpg, width:480, height:360 } }\\nchannelTitle: PetWard\\nliveBroadcastContent: none\\npublishTime: 2021-11-09T17:00:24Z\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">publishedAt: </span>2021-11-09T17:0<span class=\\\"structural\\\">...</span><span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">...</span><span class=\\\"structural\\\"> }</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"publishedAt: 2020-06-19T02:18:53Z\\nchannelId: UC8hC-augAnujJeprhjI0YkA\\ntitle: Baby Cats - Cute and Funny Cat Videos Compilation #34 | Aww Animals\\ndescription: Baby cats are amazing creature because they are the cutest and most funny. Watching funny baby cats is the hardest try not to ...\\nthumbnails: { default:{ url:https://i.ytimg.com/vi/ByH9LuSILxU/default.jpg, width:120, height:90 }, medium:{ url:https://i.ytimg.com/vi/ByH9LuSILxU/mqdefault.jpg, width:320, height:180 }, high:{ url:https://i.ytimg.com/vi/ByH9LuSILxU/hqdefault.jpg, width:480, height:360 } }\\nchannelTitle: Aww Animals\\nliveBroadcastContent: none\\npublishTime: 2020-06-19T02:18:53Z\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">publishedAt: </span>2020-06-19T02:1<span class=\\\"structural\\\">...</span><span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">...</span><span class=\\\"structural\\\"> }</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"publishedAt: 2022-08-01T10:06:23Z\\nchannelId: UCU0zC0L4o0qOos83NLhK5ug\\ntitle: Cute CATS Won&#38;#39;t Sleep Until They Cuddles with Their Human  - Cute Cats And Owners Sleep Together\\ndescription: Cute CATS Won&#39;t Sleep Until They Cuddles with Their Human - Cute Cats And Owners Sleep Together Whether you are a cat ...\\nthumbnails: { default:{ url:https://i.ytimg.com/vi/BiAnHoGyA4M/default.jpg, width:120, height:90 }, medium:{ url:https://i.ytimg.com/vi/BiAnHoGyA4M/mqdefault.jpg, width:320, height:180 }, high:{ url:https://i.ytimg.com/vi/BiAnHoGyA4M/hqdefault.jpg, width:480, height:360 } }\\nchannelTitle: Ginger Cat\\nliveBroadcastContent: none\\npublishTime: 2022-08-01T10:06:23Z\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">publishedAt: </span>2022-08-01T10:0<span class=\\\"structural\\\">...</span><span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">...</span><span class=\\\"structural\\\"> }</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"publishedAt: 2020-10-29T12:00:27Z\\nchannelId: UCYPrd7A27nLhQONcCIfFTaA\\ntitle: Funniest Cats &#55357;&#56889; - Don&#38;#39;t try to hold back Laughter &#55357;&#56834; - Funny Cats Life\\ndescription: Funniest Cats - Don&#39;t try to hold back Laughter Watch more cute animals! https://youtube.com/playlist?list=PLH.\\nthumbnails: { default:{ url:https://i.ytimg.com/vi/eX2qFMC8cFo/default.jpg, width:120, height:90 }, medium:{ url:https://i.ytimg.com/vi/eX2qFMC8cFo/mqdefault.jpg, width:320, height:180 }, high:{ url:https://i.ytimg.com/vi/eX2qFMC8cFo/hqdefault.jpg, width:480, height:360 } }\\nchannelTitle: Funny Cats Life\\nliveBroadcastContent: none\\npublishTime: 2020-10-29T12:00:27Z\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">publishedAt: </span>2020-10-29T12:0<span class=\\\"structural\\\">...</span><span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">...</span><span class=\\\"structural\\\"> }</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"publishedAt: 2019-10-18T07:18:18Z\\nchannelId: UC8hC-augAnujJeprhjI0YkA\\ntitle: Baby Cats - Funny and Cute Cat Videos Compilation 2019\\ndescription: Baby cats are amazing creature because they are the cutest and most funny. Watching funny baby cats is the hardest try not to ...\\nthumbnails: { default:{ url:https://i.ytimg.com/vi/AIQLBiGUCQ4/default.jpg, width:120, height:90 }, medium:{ url:https://i.ytimg.com/vi/AIQLBiGUCQ4/mqdefault.jpg, width:320, height:180 }, high:{ url:https://i.ytimg.com/vi/AIQLBiGUCQ4/hqdefault.jpg, width:480, height:360 } }\\nchannelTitle: Aww Animals\\nliveBroadcastContent: none\\npublishTime: 2019-10-18T07:18:18Z\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">publishedAt: </span>2019-10-18T07:1<span class=\\\"structural\\\">...</span><span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">...</span><span class=\\\"structural\\\"> }</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"publishedAt: 2018-12-08T20:00:01Z\\nchannelId: UCYK1TyKyMxyDQU8c6zF8ltg\\ntitle: Ultimate Cute and Funny Cat Compilation 2018 | Funny Pet Videos\\ndescription: It&#39;s the end of the year, and what could be better than a compilation of some of our favorite cat and kitten videos of the year!\\nthumbnails: { default:{ url:https://i.ytimg.com/vi/IJ5BnoakZrw/default.jpg, width:120, height:90 }, medium:{ url:https://i.ytimg.com/vi/IJ5BnoakZrw/mqdefault.jpg, width:320, height:180 }, high:{ url:https://i.ytimg.com/vi/IJ5BnoakZrw/hqdefault.jpg, width:480, height:360 } }\\nchannelTitle: Funny Pet Videos\\nliveBroadcastContent: none\\npublishTime: 2018-12-08T20:00:01Z\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">publishedAt: </span>2018-12-08T20:0<span class=\\\"structural\\\">...</span><span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">...</span><span class=\\\"structural\\\"> }</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"publishedAt: 2022-01-17T18:41:31Z\\nchannelId: UCYbggI6qVceWa1_1dfH0hMA\\ntitle: Cute Cats for When You are Stressed\\ndescription: These Cats will put you in happy mood.\\nthumbnails: { default:{ url:https://i.ytimg.com/vi/n3iNDf6cqzI/default.jpg, width:120, height:90 }, medium:{ url:https://i.ytimg.com/vi/n3iNDf6cqzI/mqdefault.jpg, width:320, height:180 }, high:{ url:https://i.ytimg.com/vi/n3iNDf6cqzI/hqdefault.jpg, width:480, height:360 } }\\nchannelTitle: Meowthemall\\nliveBroadcastContent: none\\npublishTime: 2022-01-17T18:41:31Z\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">publishedAt: </span>2022-01-17T18:4<span class=\\\"structural\\\">...</span><span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">...</span><span class=\\\"structural\\\"> }</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"publishedAt: 2019-12-30T16:00:07Z\\nchannelId: UCzn2gx8zzhF0A4Utk8TEDNQ\\ntitle: THE BEST CUTE AND FUNNY CAT VIDEOS OF 2019! &#55357;&#56369;\\ndescription: Henlo guis!!! We made it to the end of the year! Enjoy this video of the my favorite Cats and kitten frens in this cute and funny ...\\nthumbnails: { default:{ url:https://i.ytimg.com/vi/QtC3Bo9B0yI/default.jpg, width:120, height:90 }, medium:{ url:https://i.ytimg.com/vi/QtC3Bo9B0yI/mqdefault.jpg, width:320, height:180 }, high:{ url:https://i.ytimg.com/vi/QtC3Bo9B0yI/hqdefault.jpg, width:480, height:360 } }\\nchannelTitle: Rufus\\nliveBroadcastContent: none\\npublishTime: 2019-12-30T16:00:07Z\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">publishedAt: </span>2019-12-30T16:0<span class=\\\"structural\\\">...</span><span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">...</span><span class=\\\"structural\\\"> }</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"publishedAt: 2022-08-08T18:16:09Z\\nchannelId: UCYbggI6qVceWa1_1dfH0hMA\\ntitle: FUNNY CAT MEMES COMPILATION OF 2022 PART 42\\ndescription: Try Not To Laugh Challenge is a hilarious compilation of Funny and cute Animal Videos, featuring some of the funniest cats ...\\nthumbnails: { default:{ url:https://i.ytimg.com/vi/myTn6rrTW24/default.jpg, width:120, height:90 }, medium:{ url:https://i.ytimg.com/vi/myTn6rrTW24/mqdefault.jpg, width:320, height:180 }, high:{ url:https://i.ytimg.com/vi/myTn6rrTW24/hqdefault.jpg, width:480, height:360 } }\\nchannelTitle: Meowthemall\\nliveBroadcastContent: none\\npublishTime: 2022-08-08T18:16:09Z\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">publishedAt: </span>2022-08-08T18:1<span class=\\\"structural\\\">...</span><span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">...</span><span class=\\\"structural\\\"> }</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"publishedAt: 2020-03-05T15:49:15Z\\nchannelId: UC8hC-augAnujJeprhjI0YkA\\ntitle: Baby Cats - Cute and Funny Cat Videos Compilation #27 | Aww Animals\\ndescription: Baby cats are amazing creature because they are the cutest and most funny. I challenge anyone watching this video to try not to ...\\nthumbnails: { default:{ url:https://i.ytimg.com/vi/-8JQB_wXjmk/default.jpg, width:120, height:90 }, medium:{ url:https://i.ytimg.com/vi/-8JQB_wXjmk/mqdefault.jpg, width:320, height:180 }, high:{ url:https://i.ytimg.com/vi/-8JQB_wXjmk/hqdefault.jpg, width:480, height:360 } }\\nchannelTitle: Aww Animals\\nliveBroadcastContent: none\\npublishTime: 2020-03-05T15:49:15Z\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">publishedAt: </span>2020-03-05T15:4<span class=\\\"structural\\\">...</span><span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">...</span><span class=\\\"structural\\\"> }</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"publishedAt: 2021-10-02T19:45:23Z\\nchannelId: UCTnomncAH9Gm5bjmCNIDjjA\\ntitle: The Funniest Cat Videos on the Internet &#55358;&#56611;&#55357;&#56369;\\ndescription: Hope you enjoy these funny cat videos. I&#39;m very passionate about cats, especially funny cats and this channel is dedicated to ...\\nthumbnails: { default:{ url:https://i.ytimg.com/vi/0xqkksHov58/default.jpg, width:120, height:90 }, medium:{ url:https://i.ytimg.com/vi/0xqkksHov58/mqdefault.jpg, width:320, height:180 }, high:{ url:https://i.ytimg.com/vi/0xqkksHov58/hqdefault.jpg, width:480, height:360 } }\\nchannelTitle: PetWard\\nliveBroadcastContent: none\\npublishTime: 2021-10-02T19:45:23Z\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">publishedAt: </span>2021-10-02T19:4<span class=\\\"structural\\\">...</span><span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">...</span><span class=\\\"structural\\\"> }</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"publishedAt: 2015-09-05T06:00:17Z\\nchannelId: UCVaQwUU0NLkBeO6m7_j2U2Q\\ntitle: Funny Cats Compilation (Most Popular) Part 1\\ndescription: Video is compiled from all the funny by cute cats of worldwide &#10132; Subscribe for NoCAT NoLiFE: http://goo.gl/sxSqUV (Help me ...\\nthumbnails: { default:{ url:https://i.ytimg.com/vi/JxS5E-kZc2s/default.jpg, width:120, height:90 }, medium:{ url:https://i.ytimg.com/vi/JxS5E-kZc2s/mqdefault.jpg, width:320, height:180 }, high:{ url:https://i.ytimg.com/vi/JxS5E-kZc2s/hqdefault.jpg, width:480, height:360 } }\\nchannelTitle: NoCAT NoLiFE 2\\nliveBroadcastContent: none\\npublishTime: 2015-09-05T06:00:17Z\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">publishedAt: </span>2015-09-05T06:0<span class=\\\"structural\\\">...</span><span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">...</span><span class=\\\"structural\\\"> }</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"publishedAt: 2022-04-22T13:24:34Z\\nchannelId: UC5-Vfq-dFfj6R77-OFMEn7w\\ntitle: 1 Hour of Funniest Cat Videos on the Planet #3 - Best Funny Animal Videos 2022\\ndescription: 1 Hour of Funniest Cat Videos on the Planet - Best Funny Animals Videos 2022 | Funny Cats And Dogs Videos - Try Not To Laugh ...\\nthumbnails: { default:{ url:https://i.ytimg.com/vi/HJFbhG1Z_c0/default.jpg, width:120, height:90 }, medium:{ url:https://i.ytimg.com/vi/HJFbhG1Z_c0/mqdefault.jpg, width:320, height:180 }, high:{ url:https://i.ytimg.com/vi/HJFbhG1Z_c0/hqdefault.jpg, width:480, height:360 } }\\nchannelTitle: Life Funny Pets\\nliveBroadcastContent: none\\npublishTime: 2022-04-22T13:24:34Z\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">publishedAt: </span>2022-04-22T13:2<span class=\\\"structural\\\">...</span><span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">...</span><span class=\\\"structural\\\"> }</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"publishedAt: 2022-03-17T09:03:23Z\\nchannelId: UCuPLku1Zrk6HMr2S51yGkpQ\\ntitle: You&#38;#39;ll Get A Cat After Watching This &#10084;&#65039;&#65039; Cute Cats Showing Love To Their Owner\\ndescription: You&#39;ll Get A Dog After Watching This &#10084;&#65039;&#65039; Cute Cats Showing Love To Their Owner Hello everybody! Thanks for stopping and ...\\nthumbnails: { default:{ url:https://i.ytimg.com/vi/CGqbQf_hVDA/default.jpg, width:120, height:90 }, medium:{ url:https://i.ytimg.com/vi/CGqbQf_hVDA/mqdefault.jpg, width:320, height:180 }, high:{ url:https://i.ytimg.com/vi/CGqbQf_hVDA/hqdefault.jpg, width:480, height:360 } }\\nchannelTitle: Funny And Cute Kitten Cat\\nliveBroadcastContent: none\\npublishTime: 2022-03-17T09:03:23Z\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">publishedAt: </span>2022-03-17T09:0<span class=\\\"structural\\\">...</span><span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">...</span><span class=\\\"structural\\\"> }</span></span>\"] }, \n",
       "], id: -1526726649, rootId: -1526726649, totalRows: 208 } ) });\n",
       "/*-->*/\n",
       "\n",
       "call_DataFrame(function() { DataFrame.renderTable(-1526726649) });\n",
       "\n",
       "\n",
       "        </script>\n",
       "        </html>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "val videos = items.dropNulls { id.videoId }\n",
    "    .select { id.videoId named \"id\" and snippet }\n",
    "    .distinct()\n",
    "videos"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "val parsed = videos.parse()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "val loaded = parsed.convert { dfsOf<URL>() }.with { IMG(it, maxHeight = 150) }\n",
    "    .add(\"video\") { IFRAME(\"http://www.youtube.com/embed/$id\") }"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
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       "\n",
       "<p>... showing only top 20 of 208 rows</p><p>DataFrame: rowsCount = 208, columnsCount = 5</p>\n",
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       "{ name: \"<span title=\\\"channel: DataRow\\\">channel</span>\", children: [3, 4], rightAlign: false, values: [\"<span class=\\\"formatted\\\" title=\\\"channelId: UC8hC-augAnujJeprhjI0YkA\\nchannelTitle: Aww Animals\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">channelId: </span>UC8hC-augAnujJep<span class=\\\"structural\\\">...</span><span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">c...</span><span class=\\\"structural\\\"> }</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"channelId: UCzn2gx8zzhF0A4Utk8TEDNQ\\nchannelTitle: Rufus\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">channelId: </span>UCzn2gx8zzhF0A4U<span class=\\\"structural\\\">...</span><span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">c...</span><span class=\\\"structural\\\"> }</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"channelId: UC8hC-augAnujJeprhjI0YkA\\nchannelTitle: Aww Animals\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">channelId: </span>UC8hC-augAnujJep<span class=\\\"structural\\\">...</span><span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">c...</span><span class=\\\"structural\\\"> }</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"channelId: UCU0zC0L4o0qOos83NLhK5ug\\nchannelTitle: Ginger Cat\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">channelId: </span>UCU0zC0L4o0qOos8<span class=\\\"structural\\\">...</span><span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">c...</span><span class=\\\"structural\\\"> }</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"channelId: UCTnomncAH9Gm5bjmCNIDjjA\\nchannelTitle: PetWard\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">channelId: </span>UCTnomncAH9Gm5bj<span class=\\\"structural\\\">...</span><span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">c...</span><span class=\\\"structural\\\"> }</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"channelId: UCq5hgY37WAryZCwmehDyCaQ\\nchannelTitle: Funny Videos\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">channelId: </span>UCq5hgY37WAryZCw<span class=\\\"structural\\\">...</span><span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">c...</span><span class=\\\"structural\\\"> }</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"channelId: UCTnomncAH9Gm5bjmCNIDjjA\\nchannelTitle: PetWard\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">channelId: </span>UCTnomncAH9Gm5bj<span class=\\\"structural\\\">...</span><span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">c...</span><span class=\\\"structural\\\"> }</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"channelId: UC8hC-augAnujJeprhjI0YkA\\nchannelTitle: Aww Animals\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">channelId: </span>UC8hC-augAnujJep<span class=\\\"structural\\\">...</span><span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">c...</span><span class=\\\"structural\\\"> }</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"channelId: UCU0zC0L4o0qOos83NLhK5ug\\nchannelTitle: Ginger Cat\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">channelId: </span>UCU0zC0L4o0qOos8<span class=\\\"structural\\\">...</span><span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">c...</span><span class=\\\"structural\\\"> }</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"channelId: UCYPrd7A27nLhQONcCIfFTaA\\nchannelTitle: Funny Cats Life\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">channelId: </span>UCYPrd7A27nLhQON<span class=\\\"structural\\\">...</span><span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">c...</span><span class=\\\"structural\\\"> }</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"channelId: UC8hC-augAnujJeprhjI0YkA\\nchannelTitle: Aww Animals\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">channelId: </span>UC8hC-augAnujJep<span class=\\\"structural\\\">...</span><span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">c...</span><span class=\\\"structural\\\"> }</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"channelId: UCYK1TyKyMxyDQU8c6zF8ltg\\nchannelTitle: Funny Pet Videos\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">channelId: </span>UCYK1TyKyMxyDQU8<span class=\\\"structural\\\">...</span><span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">c...</span><span class=\\\"structural\\\"> }</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"channelId: UCYbggI6qVceWa1_1dfH0hMA\\nchannelTitle: Meowthemall\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">channelId: </span>UCYbggI6qVceWa1_<span class=\\\"structural\\\">...</span><span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">c...</span><span class=\\\"structural\\\"> }</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"channelId: UCzn2gx8zzhF0A4Utk8TEDNQ\\nchannelTitle: Rufus\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">channelId: </span>UCzn2gx8zzhF0A4U<span class=\\\"structural\\\">...</span><span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">c...</span><span class=\\\"structural\\\"> }</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"channelId: UCYbggI6qVceWa1_1dfH0hMA\\nchannelTitle: Meowthemall\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">channelId: </span>UCYbggI6qVceWa1_<span class=\\\"structural\\\">...</span><span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">c...</span><span class=\\\"structural\\\"> }</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"channelId: UC8hC-augAnujJeprhjI0YkA\\nchannelTitle: Aww Animals\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">channelId: </span>UC8hC-augAnujJep<span class=\\\"structural\\\">...</span><span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">c...</span><span class=\\\"structural\\\"> }</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"channelId: UCTnomncAH9Gm5bjmCNIDjjA\\nchannelTitle: PetWard\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">channelId: </span>UCTnomncAH9Gm5bj<span class=\\\"structural\\\">...</span><span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">c...</span><span class=\\\"structural\\\"> }</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"channelId: UCVaQwUU0NLkBeO6m7_j2U2Q\\nchannelTitle: NoCAT NoLiFE 2\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">channelId: </span>UCVaQwUU0NLkBeO6<span class=\\\"structural\\\">...</span><span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">c...</span><span class=\\\"structural\\\"> }</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"channelId: UC5-Vfq-dFfj6R77-OFMEn7w\\nchannelTitle: Life Funny Pets\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">channelId: </span>UC5-Vfq-dFfj6R77<span class=\\\"structural\\\">...</span><span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">c...</span><span class=\\\"structural\\\"> }</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"channelId: UCuPLku1Zrk6HMr2S51yGkpQ\\nchannelTitle: Funny And Cute Kitten Cat\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">channelId: </span>UCuPLku1Zrk6HMr2<span class=\\\"structural\\\">...</span><span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">c...</span><span class=\\\"structural\\\"> }</span></span>\"] }, \n",
       "{ name: \"<span title=\\\"video: IFRAME\\\">video</span>\", children: [], rightAlign: false, values: [\"<iframe src=\\\"http://www.youtube.com/embed/uHKfrz65KSU\\\" frameborder=0/>\",\"<iframe src=\\\"http://www.youtube.com/embed/tpiyEe_CqB4\\\" frameborder=0/>\",\"<iframe src=\\\"http://www.youtube.com/embed/jHWKtQHXVJg\\\" frameborder=0/>\",\"<iframe src=\\\"http://www.youtube.com/embed/epA_8nN1y4I\\\" frameborder=0/>\",\"<iframe src=\\\"http://www.youtube.com/embed/6QzcF3xdoF8\\\" frameborder=0/>\",\"<iframe src=\\\"http://www.youtube.com/embed/SB-qEYVdvXA\\\" frameborder=0/>\",\"<iframe src=\\\"http://www.youtube.com/embed/ZuRLOlB4N8U\\\" frameborder=0/>\",\"<iframe src=\\\"http://www.youtube.com/embed/ByH9LuSILxU\\\" frameborder=0/>\",\"<iframe src=\\\"http://www.youtube.com/embed/BiAnHoGyA4M\\\" frameborder=0/>\",\"<iframe src=\\\"http://www.youtube.com/embed/eX2qFMC8cFo\\\" frameborder=0/>\",\"<iframe src=\\\"http://www.youtube.com/embed/AIQLBiGUCQ4\\\" frameborder=0/>\",\"<iframe src=\\\"http://www.youtube.com/embed/IJ5BnoakZrw\\\" frameborder=0/>\",\"<iframe src=\\\"http://www.youtube.com/embed/n3iNDf6cqzI\\\" frameborder=0/>\",\"<iframe src=\\\"http://www.youtube.com/embed/QtC3Bo9B0yI\\\" frameborder=0/>\",\"<iframe src=\\\"http://www.youtube.com/embed/myTn6rrTW24\\\" frameborder=0/>\",\"<iframe src=\\\"http://www.youtube.com/embed/-8JQB_wXjmk\\\" frameborder=0/>\",\"<iframe src=\\\"http://www.youtube.com/embed/0xqkksHov58\\\" frameborder=0/>\",\"<iframe src=\\\"http://www.youtube.com/embed/JxS5E-kZc2s\\\" frameborder=0/>\",\"<iframe src=\\\"http://www.youtube.com/embed/HJFbhG1Z_c0\\\" frameborder=0/>\",\"<iframe src=\\\"http://www.youtube.com/embed/CGqbQf_hVDA\\\" frameborder=0/>\"] }, \n",
       "], id: -1526726648, rootId: -1526726648, totalRows: 208 } ) });\n",
       "/*-->*/\n",
       "\n",
       "call_DataFrame(function() { DataFrame.renderTable(-1526726648) });\n",
       "\n",
       "\n",
       "        </script>\n",
       "        </html>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "val clean = loaded.move { snippet.channelId and snippet.channelTitle }.under(\"channel\")\n",
    "    .move { snippet.title and snippet.publishedAt }.toTop()\n",
    "    .remove { snippet }\n",
    "clean"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "        <head>\n",
       "            <style type=\"text/css\">\n",
       "                \n",
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       "        <body>\n",
       "            <table class=\"dataframe\" id=\"df_-1526726647\"></table>\n",
       "\n",
       "<p>ColumnGroup: name = \"id\", rowsCount = 5, columnsCount = 4</p>\n",
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       "], id: -1526726647, rootId: -1526726647, totalRows: 5 } ) });\n",
       "/*-->*/\n",
       "\n",
       "/*<!--*/\n",
       "call_DataFrame(function() { DataFrame.addTable({ cols: [{ name: \"<span title=\\\"kind: String\\\">kind</span>\", children: [], rightAlign: false, values: [\"youtube#video\",\"youtube#video\",\"youtube#video\",\"youtube#video\",\"youtube#video\"] }, \n",
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       "{ name: \"<span title=\\\"likeCount: String\\\">likeCount</span>\", children: [], rightAlign: false, values: [\"641231\",\"92465\",\"440939\",\"27056\",\"106911\"] }, \n",
       "{ name: \"<span title=\\\"favoriteCount: String\\\">favoriteCount</span>\", children: [], rightAlign: false, values: [\"0\",\"0\",\"0\",\"0\",\"0\"] }, \n",
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       "], id: -1526726646, rootId: -1526726647, totalRows: 50 } ) });\n",
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       "\n",
       "/*<!--*/\n",
       "call_DataFrame(function() { DataFrame.addTable({ cols: [{ name: \"<span title=\\\"kind: String\\\">kind</span>\", children: [], rightAlign: false, values: [\"youtube#video\",\"youtube#video\",\"youtube#video\",\"youtube#video\",\"youtube#video\"] }, \n",
       "{ name: \"<span title=\\\"etag: String\\\">etag</span>\", children: [], rightAlign: false, values: [\"epF9RMNXMKfpesHBCxPyEPKJFQ0\",\"Za7MbMyjnxCXfDfPHZRm9v3exJ0\",\"xhTrwByvAKsfIpX0b91zG_IREfU\",\"mGA5kV5a6oyHlgFXaOSoNVWF8Kk\",\"nrANZct2cLDl0S65zPT9sksBa_g\"] }, \n",
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       "{ name: \"<span title=\\\"favoriteCount: String\\\">favoriteCount</span>\", children: [], rightAlign: false, values: [\"0\",\"0\",\"0\",\"0\",\"0\"] }, \n",
       "{ name: \"<span title=\\\"commentCount: String\\\">commentCount</span>\", children: [], rightAlign: false, values: [\"4345\",\"845\",\"93\",\"11154\",\"27068\"] }, \n",
       "{ name: \"<span title=\\\"statistics: DataRow\\\">statistics</span>\", children: [3, 4, 5, 6], rightAlign: false, values: [\"<span class=\\\"formatted\\\" title=\\\"viewCount: 11200121\\nlikeCount: 834972\\nfavoriteCount: 0\\ncommentCount: 4345\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">viewCount: </span>11200121<span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">likeCou...</span><span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">...</span><span class=\\\"structural\\\"> }</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"viewCount: 1949761\\nlikeCount: 22916\\nfavoriteCount: 0\\ncommentCount: 845\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">viewCount: </span>1949761<span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">likeCoun...</span><span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">...</span><span class=\\\"structural\\\"> }</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"viewCount: 115383\\nlikeCount: 2297\\nfavoriteCount: 0\\ncommentCount: 93\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">viewCount: </span>115383<span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">likeCount...</span><span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">...</span><span class=\\\"structural\\\"> }</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"viewCount: 30444915\\nlikeCount: 485833\\nfavoriteCount: 0\\ncommentCount: 11154\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">viewCount: </span>30444915<span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">likeCou...</span><span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">...</span><span class=\\\"structural\\\"> }</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"viewCount: 10781096\\nlikeCount: 241208\\nfavoriteCount: 0\\ncommentCount: 27068\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">viewCount: </span>10781096<span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">likeCou...</span><span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">...</span><span class=\\\"structural\\\"> }</span></span>\"] }, \n",
       "], id: -1526726645, rootId: -1526726647, totalRows: 50 } ) });\n",
       "/*-->*/\n",
       "\n",
       "/*<!--*/\n",
       "call_DataFrame(function() { DataFrame.addTable({ cols: [{ name: \"<span title=\\\"kind: String\\\">kind</span>\", children: [], rightAlign: false, values: [\"youtube#video\",\"youtube#video\",\"youtube#video\",\"youtube#video\",\"youtube#video\"] }, \n",
       "{ name: \"<span title=\\\"etag: String\\\">etag</span>\", children: [], rightAlign: false, values: [\"5ABZu3Jr0yLxfJVr2RhqyyLdDzc\",\"1gDs0YpgFpZSu5bwSTXVJTxzQ-w\",\"7fl_vDZEzQ1cu4mTL2m7smhmLCo\",\"5BoK1t5jmj678eJCi0Kv5slH7x8\",\"JL7VEg8ytqZ-EjmFRZW8B2jrIfA\"] }, \n",
       "{ name: \"<span title=\\\"id: String\\\">id</span>\", children: [], rightAlign: false, values: [\"hk0yZoVk67A\",\"eY5McscRibw\",\"EJS4hYNngto\",\"Yl8luQMAKLs\",\"zJFfaWrVhdI\"] }, \n",
       "{ name: \"<span title=\\\"viewCount: String\\\">viewCount</span>\", children: [], rightAlign: false, values: [\"1096151\",\"9619312\",\"36734655\",\"16352\",\"18687399\"] }, \n",
       "{ name: \"<span title=\\\"likeCount: String\\\">likeCount</span>\", children: [], rightAlign: false, values: [\"24363\",\"59932\",\"657542\",\"1103\",\"363562\"] }, \n",
       "{ name: \"<span title=\\\"favoriteCount: String\\\">favoriteCount</span>\", children: [], rightAlign: false, values: [\"0\",\"0\",\"0\",\"0\",\"0\"] }, \n",
       "{ name: \"<span title=\\\"commentCount: String?\\\">commentCount</span>\", children: [], rightAlign: false, values: [\"49\",\"908\",\"25605\",\"171\",\"19750\"] }, \n",
       "{ name: \"<span title=\\\"statistics: DataRow\\\">statistics</span>\", children: [3, 4, 5, 6], rightAlign: false, values: [\"<span class=\\\"formatted\\\" title=\\\"viewCount: 1096151\\nlikeCount: 24363\\nfavoriteCount: 0\\ncommentCount: 49\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">viewCount: </span>1096151<span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">likeCoun...</span><span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">...</span><span class=\\\"structural\\\"> }</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"viewCount: 9619312\\nlikeCount: 59932\\nfavoriteCount: 0\\ncommentCount: 908\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">viewCount: </span>9619312<span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">likeCoun...</span><span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">...</span><span class=\\\"structural\\\"> }</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"viewCount: 36734655\\nlikeCount: 657542\\nfavoriteCount: 0\\ncommentCount: 25605\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">viewCount: </span>36734655<span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">likeCou...</span><span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">...</span><span class=\\\"structural\\\"> }</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"viewCount: 16352\\nlikeCount: 1103\\nfavoriteCount: 0\\ncommentCount: 171\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">viewCount: </span>16352<span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">likeCount:...</span><span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">...</span><span class=\\\"structural\\\"> }</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"viewCount: 18687399\\nlikeCount: 363562\\nfavoriteCount: 0\\ncommentCount: 19750\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">viewCount: </span>18687399<span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">likeCou...</span><span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">...</span><span class=\\\"structural\\\"> }</span></span>\"] }, \n",
       "], id: -1526726644, rootId: -1526726647, totalRows: 50 } ) });\n",
       "/*-->*/\n",
       "\n",
       "/*<!--*/\n",
       "call_DataFrame(function() { DataFrame.addTable({ cols: [{ name: \"<span title=\\\"kind: String\\\">kind</span>\", children: [], rightAlign: false, values: [\"youtube#video\",\"youtube#video\",\"youtube#video\",\"youtube#video\",\"youtube#video\"] }, \n",
       "{ name: \"<span title=\\\"etag: String\\\">etag</span>\", children: [], rightAlign: false, values: [\"j48OwU87x6J1Wk984qGU-9rZP-8\",\"p8NBWSJfgWBrG0BlVeZxqaFw6So\",\"tI6apfjkbVjF78tma2otCiz2SCg\",\"aubhyZaw9UQ938mxuAOliF5zwQ4\",\"n4F2DIxyfxqzqxMkVVanQSQWQ6k\"] }, \n",
       "{ name: \"<span title=\\\"id: String\\\">id</span>\", children: [], rightAlign: false, values: [\"o8nXkbj3KfA\",\"O50L97av6AE\",\"_dbJERSzHtY\",\"P3h45znNqCQ\",\"T6-lxsA-ld0\"] }, \n",
       "{ name: \"<span title=\\\"viewCount: String\\\">viewCount</span>\", children: [], rightAlign: false, values: [\"12611304\",\"240839\",\"2205780\",\"9016169\",\"1267711\"] }, \n",
       "{ name: \"<span title=\\\"likeCount: String\\\">likeCount</span>\", children: [], rightAlign: false, values: [\"59315\",\"2203\",\"14476\",\"297712\",\"8128\"] }, \n",
       "{ name: \"<span title=\\\"favoriteCount: String\\\">favoriteCount</span>\", children: [], rightAlign: false, values: [\"0\",\"0\",\"0\",\"0\",\"0\"] }, \n",
       "{ name: \"<span title=\\\"commentCount: String?\\\">commentCount</span>\", children: [], rightAlign: false, values: [\"3282\",\"194\",\"464\",\"10334\",\"148\"] }, \n",
       "{ name: \"<span title=\\\"statistics: DataRow\\\">statistics</span>\", children: [3, 4, 5, 6], rightAlign: false, values: [\"<span class=\\\"formatted\\\" title=\\\"viewCount: 12611304\\nlikeCount: 59315\\nfavoriteCount: 0\\ncommentCount: 3282\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">viewCount: </span>12611304<span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">likeCou...</span><span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">...</span><span class=\\\"structural\\\"> }</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"viewCount: 240839\\nlikeCount: 2203\\nfavoriteCount: 0\\ncommentCount: 194\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">viewCount: </span>240839<span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">likeCount...</span><span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">...</span><span class=\\\"structural\\\"> }</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"viewCount: 2205780\\nlikeCount: 14476\\nfavoriteCount: 0\\ncommentCount: 464\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">viewCount: </span>2205780<span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">likeCoun...</span><span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">...</span><span class=\\\"structural\\\"> }</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"viewCount: 9016169\\nlikeCount: 297712\\nfavoriteCount: 0\\ncommentCount: 10334\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">viewCount: </span>9016169<span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">likeCoun...</span><span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">...</span><span class=\\\"structural\\\"> }</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"viewCount: 1267711\\nlikeCount: 8128\\nfavoriteCount: 0\\ncommentCount: 148\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">viewCount: </span>1267711<span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">likeCoun...</span><span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">...</span><span class=\\\"structural\\\"> }</span></span>\"] }, \n",
       "], id: -1526726643, rootId: -1526726647, totalRows: 50 } ) });\n",
       "/*-->*/\n",
       "\n",
       "/*<!--*/\n",
       "call_DataFrame(function() { DataFrame.addTable({ cols: [{ name: \"<span title=\\\"kind: String\\\">kind</span>\", children: [], rightAlign: false, values: [\"youtube#video\",\"youtube#video\",\"youtube#video\",\"youtube#video\",\"youtube#video\"] }, \n",
       "{ name: \"<span title=\\\"etag: String\\\">etag</span>\", children: [], rightAlign: false, values: [\"TAQawjIyP6TZ5o_r244VFGx8cnM\",\"b5YOAwhvbDp2k6S0gRGKzmajn8I\",\"w3LxJy6UPJC5E3-OrcYR7BS-kvM\",\"PU3ygm9fGJwGJwvAffOzp5xeCZg\",\"iSPHIxxSBfmDCSCpXF20E4FrTyo\"] }, \n",
       "{ name: \"<span title=\\\"id: String\\\">id</span>\", children: [], rightAlign: false, values: [\"cSSq53mlnjA\",\"7Y4pYLURSLM\",\"m_JTeYhwNco\",\"4KkrrerDf8k\",\"Za2LPX0yxxE\"] }, \n",
       "{ name: \"<span title=\\\"viewCount: String\\\">viewCount</span>\", children: [], rightAlign: false, values: [\"311\",\"673279\",\"868\",\"277300\",\"190249\"] }, \n",
       "{ name: \"<span title=\\\"likeCount: String?\\\">likeCount</span>\", children: [], rightAlign: false, values: [\"30\",\"5988\",\"60\",\"3317\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"null\\\">null</span></span>\"] }, \n",
       "{ name: \"<span title=\\\"favoriteCount: String\\\">favoriteCount</span>\", children: [], rightAlign: false, values: [\"0\",\"0\",\"0\",\"0\",\"0\"] }, \n",
       "{ name: \"<span title=\\\"commentCount: String\\\">commentCount</span>\", children: [], rightAlign: false, values: [\"0\",\"138\",\"1\",\"146\",\"0\"] }, \n",
       "{ name: \"<span title=\\\"statistics: DataRow\\\">statistics</span>\", children: [3, 4, 5, 6], rightAlign: false, values: [\"<span class=\\\"formatted\\\" title=\\\"viewCount: 311\\nlikeCount: 30\\nfavoriteCount: 0\\ncommentCount: 0\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">viewCount: </span>311<span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">likeCount: </span>30<span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">...</span><span class=\\\"structural\\\"> }</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"viewCount: 673279\\nlikeCount: 5988\\nfavoriteCount: 0\\ncommentCount: 138\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">viewCount: </span>673279<span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">likeCount...</span><span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">...</span><span class=\\\"structural\\\"> }</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"viewCount: 868\\nlikeCount: 60\\nfavoriteCount: 0\\ncommentCount: 1\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">viewCount: </span>868<span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">likeCount: </span>60<span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">...</span><span class=\\\"structural\\\"> }</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"viewCount: 277300\\nlikeCount: 3317\\nfavoriteCount: 0\\ncommentCount: 146\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">viewCount: </span>277300<span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">likeCount...</span><span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">...</span><span class=\\\"structural\\\"> }</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"viewCount: 190249\\nfavoriteCount: 0\\ncommentCount: 0\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">viewCount: </span>190249<span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">favorite...</span><span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">c...</span><span class=\\\"structural\\\"> }</span></span>\"] }, \n",
       "], id: -1526726642, rootId: -1526726647, totalRows: 8 } ) });\n",
       "/*-->*/\n",
       "\n",
       "call_DataFrame(function() { DataFrame.renderTable(-1526726647) });\n",
       "\n",
       "\n",
       "        </script>\n",
       "        </html>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "val statPages = clean.id.chunked(50).map {\n",
    "    val ids = it.joinToString(\"%2C\")\n",
    "    load(\"videos?part=statistics&id=$ids\")\n",
    "}\n",
    "statPages"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "        <html>\n",
       "        <head>\n",
       "            <style type=\"text/css\">\n",
       "                \n",
       "\n",
       "            </style>\n",
       "        </head>\n",
       "        <body>\n",
       "            <table class=\"dataframe\" id=\"df_-1526726641\"></table>\n",
       "\n",
       "<p>... showing only top 20 of 208 rows</p><p>DataFrame: rowsCount = 208, columnsCount = 5</p>\n",
       "        </body>\n",
       "        <script>\n",
       "            /*<!--*/\n",
       "call_DataFrame(function() { DataFrame.addTable({ cols: [{ name: \"<span title=\\\"id: String\\\">id</span>\", children: [], rightAlign: false, values: [\"uHKfrz65KSU\",\"tpiyEe_CqB4\",\"jHWKtQHXVJg\",\"epA_8nN1y4I\",\"6QzcF3xdoF8\",\"SB-qEYVdvXA\",\"ZuRLOlB4N8U\",\"ByH9LuSILxU\",\"BiAnHoGyA4M\",\"eX2qFMC8cFo\",\"AIQLBiGUCQ4\",\"IJ5BnoakZrw\",\"n3iNDf6cqzI\",\"QtC3Bo9B0yI\",\"myTn6rrTW24\",\"-8JQB_wXjmk\",\"0xqkksHov58\",\"JxS5E-kZc2s\",\"HJFbhG1Z_c0\",\"CGqbQf_hVDA\"] }, \n",
       "{ name: \"<span title=\\\"viewCount: Int\\\">viewCount</span>\", children: [], rightAlign: true, values: [\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">67718342</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">12824390</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">65960842</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">1708937</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">11489504</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">37253273</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">24260307</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">71942595</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">239825</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">62898207</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">13366665</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">7378575</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">191736</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">8022201</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">109115</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">24298363</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">20702916</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">47162858</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">16178684</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">969518</span></span>\"] }, \n",
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       "{ name: \"<span title=\\\"favoriteCount: Int\\\">favoriteCount</span>\", children: [], rightAlign: true, values: [\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">0</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">0</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">0</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">0</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">0</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">0</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">0</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">0</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">0</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">0</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">0</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">0</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">0</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">0</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">0</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">0</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">0</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">0</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">0</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">0</span></span>\"] }, \n",
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       "call_DataFrame(function() { DataFrame.renderTable(-1526726641) });\n",
       "\n",
       "\n",
       "        </script>\n",
       "        </html>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
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   ],
   "source": [
    "val stats = statPages.items.concat().select { id and statistics.all() }.parse()\n",
    "stats"
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  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
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       "{ name: \"<span title=\\\"video: IFRAME\\\">video</span>\", children: [], rightAlign: false, values: [\"<iframe src=\\\"http://www.youtube.com/embed/uHKfrz65KSU\\\" frameborder=0/>\",\"<iframe src=\\\"http://www.youtube.com/embed/tpiyEe_CqB4\\\" frameborder=0/>\",\"<iframe src=\\\"http://www.youtube.com/embed/jHWKtQHXVJg\\\" frameborder=0/>\",\"<iframe src=\\\"http://www.youtube.com/embed/epA_8nN1y4I\\\" frameborder=0/>\",\"<iframe src=\\\"http://www.youtube.com/embed/6QzcF3xdoF8\\\" frameborder=0/>\",\"<iframe src=\\\"http://www.youtube.com/embed/SB-qEYVdvXA\\\" frameborder=0/>\",\"<iframe src=\\\"http://www.youtube.com/embed/ZuRLOlB4N8U\\\" frameborder=0/>\",\"<iframe src=\\\"http://www.youtube.com/embed/ByH9LuSILxU\\\" frameborder=0/>\",\"<iframe src=\\\"http://www.youtube.com/embed/BiAnHoGyA4M\\\" frameborder=0/>\",\"<iframe src=\\\"http://www.youtube.com/embed/eX2qFMC8cFo\\\" frameborder=0/>\",\"<iframe src=\\\"http://www.youtube.com/embed/AIQLBiGUCQ4\\\" frameborder=0/>\",\"<iframe src=\\\"http://www.youtube.com/embed/IJ5BnoakZrw\\\" frameborder=0/>\",\"<iframe src=\\\"http://www.youtube.com/embed/n3iNDf6cqzI\\\" frameborder=0/>\",\"<iframe src=\\\"http://www.youtube.com/embed/QtC3Bo9B0yI\\\" frameborder=0/>\",\"<iframe src=\\\"http://www.youtube.com/embed/myTn6rrTW24\\\" frameborder=0/>\",\"<iframe src=\\\"http://www.youtube.com/embed/-8JQB_wXjmk\\\" frameborder=0/>\",\"<iframe src=\\\"http://www.youtube.com/embed/0xqkksHov58\\\" frameborder=0/>\",\"<iframe src=\\\"http://www.youtube.com/embed/JxS5E-kZc2s\\\" frameborder=0/>\",\"<iframe src=\\\"http://www.youtube.com/embed/HJFbhG1Z_c0\\\" frameborder=0/>\",\"<iframe src=\\\"http://www.youtube.com/embed/CGqbQf_hVDA\\\" frameborder=0/>\"] }, \n",
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       "{ name: \"<span title=\\\"favoriteCount: Int\\\">favoriteCount</span>\", children: [], rightAlign: true, values: [\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">0</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">0</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">0</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">0</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">0</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">0</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">0</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">0</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">0</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">0</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">0</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">0</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">0</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">0</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">0</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">0</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">0</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">0</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">0</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">0</span></span>\"] }, \n",
       "{ name: \"<span title=\\\"commentCount: Int?\\\">commentCount</span>\", children: [], rightAlign: true, values: [\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">22173</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">5180</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">15039</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">586</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">1864</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">18634</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">10487</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">15020</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">169</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">25899</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">4619</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">774</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">136</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">948</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">131</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">5413</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">10097</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">13412</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">1781</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">676</span></span>\"] }, \n",
       "], id: -1526726640, rootId: -1526726640, totalRows: 208 } ) });\n",
       "/*-->*/\n",
       "\n",
       "call_DataFrame(function() { DataFrame.renderTable(-1526726640) });\n",
       "\n",
       "\n",
       "        </script>\n",
       "        </html>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "val joined = clean.join(stats)\n",
    "joined"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "        <html>\n",
       "        <head>\n",
       "            <style type=\"text/css\">\n",
       "                \n",
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       "            </style>\n",
       "        </head>\n",
       "        <body>\n",
       "            <table class=\"dataframe\" id=\"df_-1526726639\"></table>\n",
       "\n",
       "<p>... showing only top 20 of 108 rows</p><p>DataFrame: rowsCount = 108, columnsCount = 6</p>\n",
       "        </body>\n",
       "        <script>\n",
       "            /*<!--*/\n",
       "call_DataFrame(function() { DataFrame.addTable({ cols: [{ name: \"<span title=\\\"channelId: String\\\">channelId</span>\", children: [], rightAlign: false, values: [\"UC8hC-augAnujJeprhjI0YkA\",\"UC3rrzHpFzshYjIMk8YFc52w\",\"UCk8GzjMOrta8yxDcKfylJYw\",\"UChDXhhE0n8sUMPOrQv43XqQ\",\"UC9obdDRxQkmn_4YpcBMTYLw\",\"UCFNsgMgBHKhYLihk9OUCF-Q\",\"UC6VzUf8LyXxOz2ZkQP8_uhw\",\"UCYPrd7A27nLhQONcCIfFTaA\",\"UCTnomncAH9Gm5bjmCNIDjjA\",\"UC4idzq764RTms8P1zgdo7mw\",\"UCcp0nPEMYbqjSKz2eZA-uFQ\",\"UCMFSkaC6CgOh4L3IcVP2P8g\",\"UCXbzirbkybMpRJ8TgidMeuQ\",\"UCVUdHi-tdW5AKdzMiTPG97Q\",\"UCVaQwUU0NLkBeO6m7_j2U2Q\",\"UC8P4HIRzjjnxU-MQX0QHLUw\",\"UCq5hgY37WAryZCwmehDyCaQ\",\"UCIiPdOL4bq9HSOZKzrxtWzw\",\"UCBfDBKQoSC3YZTSRbgnOrEw\",\"UCvZlE_0ey-9jSNnyw6AwFyw\"] }, \n",
       "{ name: \"<span title=\\\"channelTitle: String\\\">channelTitle</span>\", children: [], rightAlign: false, values: [\"Aww Animals\",\"CooL Vines\",\"&#10047; Kids Diana Show\",\"Like Amagic\",\"Tiger FunnyWorks\",\"ArcadeGaming\",\"Cat Man Chris\",\"Funny Cats Life\",\"PetWard\",\"Funny Animals&#39; Club\",\"Animal Tales\",\"Teddy Kittens\",\"Funniest Animals\",\"funnyplox\",\"NoCAT NoLiFE 2\",\"walter santi\",\"Funny Videos\",\"Munchkin\",\"CutePetsZone\",\"CatsCovers\"] }, \n",
       "{ name: \"<span title=\\\"view: Int\\\">view</span>\", children: [], rightAlign: true, values: [\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">434374245</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">293443080</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">261262278</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">178642608</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">117168173</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">111270245</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">106408803</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">103627745</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">96861198</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">93566476</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">83887448</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">82214079</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">76609288</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">49867536</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">47162858</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">41368744</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">37253273</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">36734655</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">30812248</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">29710194</span></span>\"] }, \n",
       "{ name: \"<span title=\\\"last title: String\\\">last title</span>\", children: [], rightAlign: false, values: [\"<span class=\\\"formatted\\\" title=\\\"Baby Cats - Cute and Funny Cat Videos Compilation #49 | Aww Animals\\\">Baby Cats - Cute and Funny Cat Videos<span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"Try Not To Laugh Challenge - Funny Cat &#38;amp; Dog Vines compilation 2017\\\">Try Not To Laugh Challenge - Funny Ca<span class=\\\"structural\\\">...</span></span>\",\"Diana and Roma take care of the kitten\",\"<span class=\\\"formatted\\\" title=\\\"RESCUE the Smallest KITTEN in the World !! And building a NEW HOUSE for CAT\\\">RESCUE the Smallest KITTEN in the Wor<span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"CATS will make you LAUGH YOUR HEAD OFF - Funny CAT compilation\\\">CATS will make you LAUGH YOUR HEAD OF<span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"Little Kitten My Favorite Cat - Play Fun Cute Kitten Pet Care Mini Games For Children\\\">Little Kitten My Favorite Cat - Play <span class=\\\"structural\\\">...</span></span>\",\"Cute Kittens Play in Ball Pit\",\"<span class=\\\"formatted\\\" title=\\\"&#55357;&#56839; Laugh non-stop with these funny cats &#55357;&#56889; - Funniest Cats Expression Video &#55357;&#56839; - Funny Cats Life\\\">&#55357;&#56839; Laugh non-stop with these funny ca<span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"Cute Animals for When You Are Feeling Down\\\">Cute Animals for When You Are Feeling<span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"Funny Animal Videos 2022 &#55357;&#56834; - Funniest Cats And Dogs Videos &#55357;&#56890;&#55357;&#56845; #16\\\">Funny Animal Videos 2022 &#55357;&#56834; - Funnies<span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"Cats Falls Compilation - Super Mario Bros Style\\\">Cats Falls Compilation - Super Mario <span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"Once upon a time there was one cutest kitten... &#55357;&#56469;\\\">Once upon a time there was one cutest<span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"AWW Animals SOO Cute! Cute baby animals Videos Compilation cute moment of the animals #7\\\">AWW Animals SOO Cute! Cute baby anima<span class=\\\"structural\\\">...</span></span>\",\"Funny Cat and Dog Videos Compilation\",\"<span class=\\\"formatted\\\" title=\\\"Funny Cats Compilation (Most Popular) Part 1\\\">Funny Cats Compilation (Most Popular)<span class=\\\"structural\\\">...</span></span>\",\"Two Cats and 500 Balls in a Ball Pit !!\",\"<span class=\\\"formatted\\\" title=\\\"So many cute kittens videos compilation 2018\\\">So many cute kittens videos compilati<span class=\\\"structural\\\">...</span></span>\",\"Cats vs Invisible Wall Compilation\",\"Cats Being Cute &#9829; OMG So Cute\",\"<span class=\\\"formatted\\\" title=\\\"Cats SIng Wheels on the Bus | + More Nursery Rhymes &#38;amp; Kids Songs - Cats Version\\\">Cats SIng Wheels on the Bus | + More <span class=\\\"structural\\\">...</span></span>\"] }, \n",
       "{ name: \"<span title=\\\"time: kotlinx.datetime.Instant\\\">time</span>\", children: [], rightAlign: false, values: [\"2022-08-09T12:15:44Z\",\"2017-11-18T21:00:00Z\",\"2020-05-20T07:26:47Z\",\"2021-03-28T05:59:46Z\",\"2017-05-31T09:30:02Z\",\"2018-06-21T21:00:01Z\",\"2016-11-10T23:22:18Z\",\"2022-06-17T12:00:10Z\",\"2021-12-12T17:00:26Z\",\"2022-08-06T17:00:14Z\",\"2017-12-23T18:24:50Z\",\"2022-02-03T19:11:01Z\",\"2020-08-01T05:00:12Z\",\"2016-08-06T21:29:21Z\",\"2015-09-05T06:00:17Z\",\"2020-07-10T15:00:27Z\",\"2018-03-19T02:00:25Z\",\"2020-04-14T20:06:57Z\",\"2022-01-09T17:47:58Z\",\"2018-08-21T09:00:01Z\"] }, \n",
       "{ name: \"<span title=\\\"viewCount: Int\\\">viewCount</span>\", children: [], rightAlign: true, values: [\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">54906</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">293443080</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">261262278</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">178642608</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">117168173</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">16718475</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">106408803</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">240839</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">7059191</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">328446</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">83887448</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">25990371</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">76609288</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">6460040</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">47162858</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">41368744</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">37253273</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">36734655</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">30812248</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">29710194</span></span>\"] }, \n",
       "], id: -1526726639, rootId: -1526726639, totalRows: 108 } ) });\n",
       "/*-->*/\n",
       "\n",
       "call_DataFrame(function() { DataFrame.renderTable(-1526726639) });\n",
       "\n",
       "\n",
       "        </script>\n",
       "        </html>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "val view by column<Int>()\n",
    "\n",
    "val channels = joined.groupBy { channel }.sortByCount().aggregate {\n",
    "    viewCount.sum() into view\n",
    "    \n",
    "    val last = maxBy { publishedAt }\n",
    "    last.title into \"last title\"\n",
    "    last.publishedAt into \"time\"\n",
    "    last.viewCount into \"viewCount\"\n",
    "}.sortByDesc(view).flatten()\n",
    "channels"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "   <div id=\"kCCTwN\"></div>\n",
       "   <script type=\"text/javascript\" data-lets-plot-script=\"library\">\n",
       "       if(!window.letsPlotCallQueue) {\n",
       "           window.letsPlotCallQueue = [];\n",
       "       }; \n",
       "       window.letsPlotCall = function(f) {\n",
       "           window.letsPlotCallQueue.push(f);\n",
       "       };\n",
       "       (function() {\n",
       "           var script = document.createElement(\"script\");\n",
       "           script.type = \"text/javascript\";\n",
       "           script.src = \"https://cdn.jsdelivr.net/gh/JetBrains/lets-plot@v2.4.0/js-package/distr/lets-plot.min.js\";\n",
       "           script.onload = function() {\n",
       "               window.letsPlotCall = function(f) {f();};\n",
       "               window.letsPlotCallQueue.forEach(function(f) {f();});\n",
       "               window.letsPlotCallQueue = [];\n",
       "               \n",
       "               \n",
       "           };\n",
       "           script.onerror = function(event) {\n",
       "               window.letsPlotCall = function(f) {};\n",
       "               window.letsPlotCallQueue = [];\n",
       "               var div = document.createElement(\"div\");\n",
       "               div.style.color = 'darkred';\n",
       "               div.textContent = 'Error loading Lets-Plot JS';\n",
       "               document.getElementById(\"kCCTwN\").appendChild(div);\n",
       "           };\n",
       "           var e = document.getElementById(\"kCCTwN\");\n",
       "           e.appendChild(script);\n",
       "       })();\n",
       "   </script>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%use lets-plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "   <div id=\"zTN1nO\"></div>\n",
       "   <script type=\"text/javascript\" data-lets-plot-script=\"plot\">\n",
       "       (function() {\n",
       "           var plotSpec={\n",
       "\"mapping\":{\n",
       "},\n",
       "\"data\":{\n",
       "},\n",
       "\"kind\":\"plot\",\n",
       "\"scales\":[],\n",
       "\"layers\":[{\n",
       "\"mapping\":{\n",
       "\"x\":\"channelTitle\",\n",
       "\"y\":\"viewCount\"\n",
       "},\n",
       "\"stat\":\"identity\",\n",
       "\"position\":\"stack\",\n",
       "\"geom\":\"bar\",\n",
       "\"data\":{\n",
       "\"viewCount\":[2.9344308E8,2.61262278E8,1.78642608E8,1.17168173E8,1.06408803E8,8.3887448E7,7.6609288E7,4.7162858E7,4.1368744E7,3.7253273E7,3.6734655E7,3.0812248E7,2.9710194E7,2.5990371E7,2.3118951E7,1.8687399E7,1.8303962E7,1.7227547E7,1.6718475E7,1.6178684E7,1.4430682E7,1.3842139E7,1.1471385E7,1.1436805E7,1.0781096E7,1.0712221E7,9257684.0,9123057.0,9016169.0,8204399.0,8110253.0,7897912.0,7515228.0,7378575.0,7329551.0,7059191.0,6460040.0,4807103.0,4471838.0,4232417.0,3825234.0,3476633.0,3436013.0,3325156.0,3219462.0,2760050.0,2705553.0,2505281.0,2371243.0,2305077.0],\n",
       "\"channelTitle\":[\"CooL Vines\",\"✿ Kids Diana Show\",\"Like Amagic\",\"Tiger FunnyWorks\",\"Cat Man Chris\",\"Animal Tales\",\"Funniest Animals\",\"NoCAT NoLiFE 2\",\"walter santi\",\"Funny Videos\",\"Munchkin\",\"CutePetsZone\",\"CatsCovers\",\"Teddy Kittens\",\"Robin Seplut\",\"Lucky Pawison\",\"Mitchiri MitchiriNeko\",\"HT Funny Cute\",\"ArcadeGaming\",\"Life Funny Pets\",\"CookieSwirlC\",\"COOL PEACHY\",\"Lovely animals shorts\",\"Furry Buddy\",\"Animal Lover\",\"Axtraa\",\"Aphmau\",\"#Shorts# videos!\",\"Amerikano\",\"Golden Retriever\",\"Funnycatsandnicefish\",\"Animals Fun zone\",\"Pets Awesome\",\"Funny Pet Videos\",\"NoCAT NoLiFE\",\"PetWard\",\"funnyplox\",\"PETASTIC\",\"TikTok Irish\",\"Animals Beauty\",\"All Dogs\",\"Funny Animals' Life\",\"Art for Kids Hub\",\"ANIMAL TIKTOK\",\"MEOW FAMILY\",\"코니tv conitv\",\"Animals lover\",\"Lev Cameron\",\"Rufus\",\"funny&cats10\"]\n",
       "}\n",
       "}],\n",
       "\"data_meta\":{\n",
       "\"series_annotations\":[{\n",
       "\"column\":\"time\",\n",
       "\"type\":\"datetime\"\n",
       "}]\n",
       "},\n",
       "\"computation_messages\":[\"sampling_pick(n=50) was applied to [bar/identity stat] layer\"]\n",
       "};\n",
       "           var plotContainer = document.getElementById(\"zTN1nO\");\n",
       "           window.letsPlotCall(function() {{\n",
       "               LetsPlot.buildPlotFromProcessedSpecs(plotSpec, -1, -1, plotContainer);\n",
       "           }});\n",
       "       })();    \n",
       "   </script>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "letsPlot(channels.sortBy { viewCount.desc() }.toMap()) +\n",
    "    geomBar(stat = Stat.identity) {\n",
    "        x = \"channelTitle\"\n",
    "        y = \"viewCount\"\n",
    "    }"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "val growth = joined.select { publishedAt and viewCount }\n",
    "    .sortBy { publishedAt }\n",
    "    .convert { all() }.toLong()\n",
    "    .cumSum { viewCount }"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "   <div id=\"3nGuO6\"></div>\n",
       "   <script type=\"text/javascript\" data-lets-plot-script=\"plot\">\n",
       "       (function() {\n",
       "           var plotSpec={\n",
       "\"mapping\":{\n",
       "},\n",
       "\"data\":{\n",
       "\"publishedAt\":[1.364894331E12,1.407264998E12,1.42611231E12,1.437595677E12,1.441432817E12,1.464091264E12,1.470518961E12,1.478820138E12,1.481640427E12,1.496223002E12,1.496797297E12,1.5110388E12,1.51405349E12,1.518455846E12,1.521424825E12,1.524603604E12,1.529614801E12,1.534842001E12,1.541791801E12,1.544299201E12,1.551758401E12,1.554141602E12,1.566066391E12,1.571383098E12,1.572119693E12,1.572572136E12,1.576093385E12,1.576494067E12,1.577503486E12,1.577721607E12,1.578849012E12,1.580551139E12,1.580917785E12,1.583423355E12,1.584123742E12,1.586193427E12,1.586477071E12,1.586534428E12,1.586894817E12,1.587744014E12,1.589289195E12,1.589959607E12,1.592533133E12,1.593005119E12,1.593863182E12,1.594393227E12,1.594670887E12,1.596138748E12,1.596258012E12,1.597145565E12,1.600081201E12,1.602396002E12,1.603972827E12,1.607167812E12,1.60873381E12,1.616911186E12,1.617120007E12,1.617411607E12,1.617886818E12,1.620400368E12,1.621611003E12,1.622066416E12,1.622094263E12,1.622131124E12,1.622813406E12,1.622815215E12,1.623594601E12,1.623999615E12,1.62444315E12,1.624723214E12,1.627484418E12,1.627685155E12,1.628071105E12,1.628082014E12,1.628847525E12,1.629412912E12,1.630773914E12,1.633203923E12,1.63363816E12,1.636203601E12,1.636477224E12,1.636869607E12,1.637082081E12,1.63802556E12,1.638046809E12,1.638118805E12,1.638723623E12,1.638882018E12,1.639328426E12,1.639753212E12,1.640865609E12,1.64147041E12,1.641750478E12,1.64206293E12,1.642293462E12,1.642444891E12,1.642941376E12,1.64389683E12,1.643910042E12,1.643915461E12,1.643980836E12,1.644435088E12,1.644480114E12,1.644505222E12,1.644775622E12,1.644966034E12,1.645009209E12,1.645099231E12,1.645155639E12,1.645203638E12,1.645323599E12,1.645635636E12,1.645876812E12,1.646485201E12,1.646739011E12,1.646920816E12,1.647093603E12,1.647507803E12,1.647694831E12,1.648312201E12,1.64871444E12,1.648895384E12,1.648899004E12,1.6495209E12,1.649927372E12,1.650100022E12,1.650100816E12,1.650129535E12,1.650272546E12,1.65045962E12,1.650550316E12,1.650633874E12,1.651660217E12,1.652175101E12,1.652256739E12,1.652346164E12,1.652757598E12,1.653646542E12,1.654160641E12,1.654341018E12,1.655370506E12,1.65546721E12,1.655644931E12,1.655810476E12,1.655904104E12,1.655977805E12,1.656150144E12,1.656162113E12,1.65617643E12,1.656586153E12,1.656678612E12,1.65678842E12,1.656928733E12,1.657011603E12,1.657102679E12,1.657470436E12,1.657522812E12,1.657546218E12,1.65772213E12,1.6579512E12,1.657990836E12,1.6580088E12,1.658045429E12,1.658131211E12,1.65815283E12,1.65821869E12,1.658318411E12,1.658318411E12,1.658397259E12,1.658495998E12,1.658743419E12,1.658754035E12,1.659032591E12,1.659118503E12,1.659272409E12,1.659348383E12,1.659367802E12,1.659382115E12,1.659420168E12,1.659541427E12,1.659610831E12,1.659632405E12,1.659700881E12,1.659801074E12,1.659805214E12,1.65989037E12,1.659969905E12,1.659970834E12,1.659982569E12,1.660047344E12,1.660053518E12,1.660063018E12,1.66012203E12,1.660140007E12,1.660142012E12,1.660154822E12,1.660199883E12,1.66020906E12,1.660217561E12,1.660220987E12,1.660222596E12,1.660223262E12,1.660225705E12,1.660225983E12,1.660226086E12,1.660227669E12,1.66022922E12,1.660229373E12],\n",
       "\"viewCount\":[1.8303962E7,6.1711458E7,6.3859597E7,8.5246804E7,1.32409662E8,1.40519915E8,1.46979955E8,2.53388758E8,2.60718309E8,3.77886482E8,3.77919449E8,6.71362529E8,7.55249977E8,7.5543301E8,7.92686283E8,8.87238053E8,9.03956528E8,9.33666722E8,9.46278026E8,9.53656601E8,9.53771402E8,9.54996695E8,9.69139098E8,9.82505763E8,1.007700974E9,1.073661816E9,1.141380158E9,1.173741441E9,1.196860392E9,1.204882593E9,1.219242314E9,1.227248468E9,1.262348105E9,1.286646468E9,1.299704706E9,1.307770411E9,1.310475964E9,1.323300354E9,1.360035009E9,1.362406252E9,1.362610126E9,1.623872404E9,1.695814999E9,1.715415792E9,1.726196888E9,1.767565632E9,1.82378934E9,1.833047024E9,1.909656312E9,1.926825017E9,1.957269932E9,1.957395785E9,2.020293992E9,2.038981391E9,2.039684699E9,2.218327307E9,2.227343476E9,2.227357503E9,2.230793516E9,2.234118672E9,2.244830893E9,2.245646347E9,2.24564756E9,2.249315964E9,2.252605943E9,2.276007086E9,2.278268976E9,2.278366799E9,2.278369291E9,2.286122732E9,2.28950438E9,2.291809457E9,2.296041874E9,2.297991635E9,2.311833774E9,2.329061321E9,2.331566602E9,2.352269518E9,2.3667002E9,2.36800983E9,2.392270137E9,2.394353907E9,2.402558306E9,2.407030144E9,2.408644675E9,2.420134179E9,2.453483459E9,2.462274235E9,2.469333426E9,2.472810059E9,2.476257216E9,2.480324933E9,2.511137181E9,2.512261929E9,2.521384986E9,2.521576722E9,2.523656211E9,2.533275523E9,2.535118847E9,2.561109218E9,2.561299467E9,2.564518929E9,2.565310118E9,2.57080412E9,2.571685872E9,2.583157257E9,2.585917307E9,2.586362447E9,2.597562568E9,2.602369671E9,2.602542224E9,2.602570005E9,2.61400681E9,2.620587886E9,2.620756734E9,2.622024445E9,2.632523511E9,2.633493029E9,2.64002583E9,2.640137537E9,2.641010153E9,2.657621707E9,2.667151127E9,2.681556758E9,2.683265695E9,2.683473707E9,2.683601998E9,2.69149991E9,2.691599332E9,2.695424566E9,2.696583711E9,2.712762395E9,2.713889741E9,2.71456302E9,2.714661873E9,2.714910379E9,2.715216657E9,2.716429736E9,2.716802485E9,2.721518482E9,2.721795782E9,2.722036621E9,2.723473358E9,2.725946676E9,2.729168311E9,2.72953959E9,2.733236179E9,2.740751407E9,2.742957187E9,2.746592212E9,2.746875667E9,2.746892019E9,2.746943932E9,2.746949685E9,2.747322755E9,2.747914617E9,2.747916188E9,2.749724089E9,2.74972974E9,2.750354815E9,2.75350691E9,2.754022207E9,2.754489894E9,2.756668319E9,2.757386996E9,2.758483147E9,2.758894528E9,2.75889881E9,2.75894048E9,2.758955693E9,2.758986979E9,2.758999195E9,2.759114578E9,2.760074224E9,2.760091839E9,2.760331664E9,2.760511084E9,2.760660408E9,2.760681939E9,2.760707269E9,2.760877966E9,2.761427959E9,2.761570126E9,2.76158582E9,2.761914266E9,2.761918323E9,2.762015938E9,2.762088841E9,2.762197956E9,2.762252862E9,2.762254325E9,2.762625158E9,2.762626843E9,2.762698702E9,2.76269957E9,2.762700776E9,2.762701313E9,2.762701882E9,2.762702193E9,2.762703535E9,2.762704644E9,2.762706591E9,2.762707253E9,2.762708298E9,2.762709379E9,2.762710994E9,2.762710997E9,2.762710997E9]\n",
       "},\n",
       "\"kind\":\"plot\",\n",
       "\"scales\":[],\n",
       "\"layers\":[{\n",
       "\"mapping\":{\n",
       "\"x\":\"publishedAt\",\n",
       "\"y\":\"viewCount\"\n",
       "},\n",
       "\"stat\":\"identity\",\n",
       "\"position\":\"stack\",\n",
       "\"geom\":\"area\",\n",
       "\"data\":{\n",
       "}\n",
       "}]\n",
       "};\n",
       "           var plotContainer = document.getElementById(\"3nGuO6\");\n",
       "           window.letsPlotCall(function() {{\n",
       "               LetsPlot.buildPlotFromProcessedSpecs(plotSpec, -1, -1, plotContainer);\n",
       "           }});\n",
       "       })();    \n",
       "   </script>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "letsPlot(growth.toMap()) + \n",
    "    geomArea {\n",
    "        x = \"publishedAt\"\n",
    "        y = \"viewCount\"\n",
    "        \n",
    "        scaleXDateTime()\n",
    "    }"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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